Lines of work

85 lines, walked from extends: and corrects: on LIT documents. Each step explains itself; this page is the order they came in.

Grouped by tags, which every line holds in common — a line about two things is listed under both.

agency

From The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy

• LIT-1942 — The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy (Active)
  • LIT-1941 — M-Autonomy (Active)
    • LIT-1945 — The Problem of Mental Action: Predictive Control without Sensory Sheets (Active)

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From Shared Agency: A Planning Theory of Acting Together

• LIT-488 — Shared Agency: A Planning Theory of Acting Together (Unavailable)
  • LIT-567 — A Planning Agent’s Self-Governance over Time (Active) — also carries further LIT-593, LIT-596
• LIT-593 — Intention, Plans, and Practical Reason (Unavailable)
• LIT-596 — Three Theories of Self-Governance (Unavailable)

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

From The Sources of Normativity

• LIT-564 — The Sources of Normativity (Active)
  • LIT-599 — The Sources of Normativity (Unavailable)

From Self-Constitution: Agency, Identity, and Integrity

• LIT-597 — Self-Constitution: Agency, Identity, and Integrity (Unavailable)
  • LIT-587 — The Normative Constitution of Agency (Active)
• alongside: LIT-590 — Structures of Agency: Essays (Unavailable)

From Responsiveness and Moral Responsibility

• LIT-687 — Responsiveness and Moral Responsibility (Active)
  • LIT-684 — Responsibility and Control: A Theory of Moral Responsibility (Unavailable)
    • LIT-689 — Stories and the Meaning of Life (Active)

From Asymmetrical Freedom

• LIT-688 — Asymmetrical Freedom (Unavailable)
  • LIT-685 — Freedom Within Reason (Unavailable) — also carries further LIT-690
• LIT-690 — Sanity and the Metaphysics of Responsibility (Unavailable)

From Group Agency and Supervenience

• LIT-705 — Group Agency and Supervenience (Active)
  • LIT-700 — Three kinds of collective attitudes (Active)

From Responsibility Incorporated

• LIT-742 — Responsibility Incorporated (Unavailable)
  • LIT-718 — The Conversable, Responsible Corporation (Active)

anthology-candidate

From Partial Monitoring—Classification, Regret Bounds, and Algorithms

• LIT-1528 — Partial Monitoring—Classification, Regret Bounds, and Algorithms (Active)
  • LIT-1524 — Cleaning up the neighborhood: A full classification for adversarial partial monitoring (Active)

From Attribution Patching: Activation Patching At Industrial Scale

• LIT-1581 — Attribution Patching: Activation Patching At Industrial Scale (Active)
  • LIT-1531 — AtP*: An efficient and scalable method for localizing LLM behaviour to components (Active)

From Locating and Editing Factual Associations in GPT

• LIT-1536 — Locating and Editing Factual Associations in GPT (Active)
  • LIT-1582 — Mass-Editing Memory in a Transformer (Active)

From Causal Scrubbing: a method for rigorously testing interpretability hypotheses

• LIT-1549 — Causal Scrubbing: a method for rigorously testing interpretability hypotheses (Active)
  • LIT-1579 — Causal scrubbing: results on induction heads (Active)
  • LIT-1580 — Causal scrubbing: results on a paren balance checker (Active)
  • LIT-1583 — Causal scrubbing: Appendix (Active)

From Transcoders Find Interpretable LLM Feature Circuits

• LIT-1554 — Transcoders Find Interpretable LLM Feature Circuits (Active)
  • LIT-1552 — Circuit Tracing: Revealing Computational Graphs in Language Models (Active)

From Curve Detectors

• LIT-1575 — Curve Detectors (Active)
  • LIT-1629 — Curve Circuits (Active)

From Toy Models of Superposition

• LIT-323 — Toy Models of Superposition (Active)
  • LIT-1625 — Polysemanticity and Capacity in Neural Networks (Active)

From Multi-Level Cause-Effect Systems

• LIT-1833 — Multi-Level Cause-Effect Systems (Active)
  • LIT-1834 — Causal feature learning: an overview (Active)

From The Role of the Information Bottleneck in Representation Learning

• alongside: LIT-240 — The Role of the Information Bottleneck in Representation Learning (Unavailable)
• alongside: LIT-245 — Minimum Description Length and Generalization Guarantees for Representation Learning (Active)

From On the Stepwise Nature of Self-Supervised Learning

• LIT-242 — On the Stepwise Nature of Self-Supervised Learning (Active)
  • LIT-855 — Closed-Form Training Dynamics Reveal Learned Features and Linear Structure in Word2Vec-like Models (Active)

From Algebraic Geometry and Statistical Learning Theory

• LIT-354 — Algebraic Geometry and Statistical Learning Theory (Unavailable)
  • LIT-616 — A Widely Applicable Bayesian Information Criterion (Active)

From Understanding image representations by measuring their equivariance and equivalence

• LIT-363 — Understanding image representations by measuring their equivariance and equivalence (Active)
  • LIT-850 — Revisiting Model Stitching to Compare Neural Representations (Active)

From Natural Gradient Works Efficiently in Learning

• LIT-607 — Natural Gradient Works Efficiently in Learning (Active)
  • LIT-622 — Optimizing Neural Networks with Kronecker-factored Approximate Curvature (Active)
• LIT-617 — The Full Spectrum of Deepnet Hessians at Scale: Dynamics with SGD Training and Sample Size (Active)
  • LIT-619 — Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians (Active)
    • LIT-613 — Traces of Class/Cross-Class Structure Pervade Deep Learning Spectra (Active) — also carries further LIT-617

From The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies

• LIT-612 — The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies (Active)
  • LIT-608 — Deep Equals Shallow for ReLU Networks in Kernel Regimes (Active)

From Essentially No Barriers in Neural Network Energy Landscape

• LIT-653 — Essentially No Barriers in Neural Network Energy Landscape (Active)
  • LIT-654 — Linear Mode Connectivity and the Lottery Ticket Hypothesis (Active) — also carries further LIT-673
    • LIT-651 — Linear Mode Connectivity in Multitask and Continual Learning (Active)
    • LIT-652 — The Role of Permutation Invariance in Linear Mode Connectivity of Neural Networks (Active)
      • LIT-661 — Git Re-Basin: Merging Models modulo Permutation Symmetries (Active)
        • LIT-659 — Do Deep Neural Network Solutions Form a Star Domain? (Active) — also carries further LIT-652
        • LIT-662 — Geodesic Mode Connectivity (Active)
        • LIT-664 — Generalized Linear Mode Connectivity for Transformers (Active)
        • LIT-670 — On Linear Mode Connectivity of Mixture-of-Experts Architectures (Active)
        • LIT-674 — Going Beyond Linear Mode Connectivity: The Layerwise Linear Feature Connectivity (Active) — also carries further LIT-654
      • LIT-665 — ZipIt! Merging Models from Different Tasks without Training (Active)
      • LIT-680 — Proving Linear Mode Connectivity of Neural Networks via Optimal Transport (Active)
    • LIT-669 — Mechanistic Mode Connectivity (Active) — also carries further LIT-673
  • LIT-671 — Explaining Landscape Connectivity of Low-cost Solutions for Multilayer Nets (Active) — also carries further LIT-673
    • LIT-666 — Mode Connectivity and Data Heterogeneity of Federated Learning (Active)
• LIT-672 — Rethinking generalization requires revisiting old ideas: statistical mechanics approaches and complex learning behavior (Active)
  • LIT-663 — Taxonomizing local versus global structure in neural network loss landscapes (Active) — also carries further LIT-673
  • LIT-679 — A Random Matrix Analysis of Random Fourier Features: Beyond the Gaussian Kernel, a Precise Phase Transition, and the Corresponding Double Descent (Active)
• LIT-673 — Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs (Active)
  • LIT-656 — Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling (Active)
  • LIT-668 — Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness (Active)
  • LIT-676 — Unveiling Mode Connectivity in Graph Neural Networks (Proposed)
  • LIT-682 — Exploring Neural Network Landscapes: Star-Shaped and Geodesic Connectivity (Active)
• alongside: LIT-660 — Mode Connectivity Beyond Classifiers: Evidence from Generative and Contrastive Models (Proposed)
• alongside: LIT-681 — Optimizing Mode Connectivity for Class Incremental Learning (Active)

From Intermediate Layer Classifiers for OOD generalization

• LIT-678 — Intermediate Layer Classifiers for OOD generalization (Active)
  • LIT-657 — The Generalization Ridge: Information Flow in Natural Language Generation (Active)

From T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image Generation

• LIT-783 — T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image Generation (Active)
  • LIT-798 — T2I-CompBench++: An Enhanced and Comprehensive Benchmark for Compositional Text-to-Image Generation (Active)
• alongside: LIT-770 — Compositional Visual Generation with Composable Diffusion Models (Active)
• alongside: LIT-806 — Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Models (Active)

From A mathematical theory of semantic development in deep neural networks

• LIT-862 — A mathematical theory of semantic development in deep neural networks (Active)
  • LIT-860 — Symmetry in language statistics shapes the geometry of model representations (Active) — also carries further LIT-863
• LIT-863 — On the Emergence of Linear Analogies in Word Embeddings (Active)

From An exact mapping between the Variational Renormalization Group and Deep Learning

• LIT-882 — An exact mapping between the Variational Renormalization Group and Deep Learning (Active)
  • LIT-891 — Comment on “Why does deep and cheap learning work so well?” (Active) — also corrects LIT-887
• LIT-887 — Why does deep and cheap learning work so well? (Active)
  • LIT-890 — The power of deeper networks for expressing natural functions (Active)

behavioral-integration

From A General Feedback Theory of Human Behavior: Part I

• LIT-1188 — A General Feedback Theory of Human Behavior: Part I (Active)
  • LIT-1197 — A General Feedback Theory of Human Behavior: Part II (Active)

From Origins and functions of positive and negative affect: A control-process view

• LIT-1441 — Origins and functions of positive and negative affect: A control-process view (Unavailable)
  • LIT-1449 — Control Theory, Goal Attainment, and Psychopathology (Active)

From A theoretical model of phase transitions in human hand movements

• LIT-588 — A theoretical model of phase transitions in human hand movements (Active)
  • LIT-1851 — Nonequilibrium phase transitions in coordinated biological motion: critical fluctuations (Active)
  • LIT-1873 — Dynamics governs switching among patterns of coordination in biological movement (Active)
  • LIT-601 — The Haken–Kelso–Bunz (HKB) model: from matter to movement to mind (Active)

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

• LIT-576 — The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks (Active)
  • LIT-563 — HDDM: Hierarchical Bayesian Estimation of the Drift-Diffusion Model in Python (Active)

From The Time Course of Perceptual Choice: The Leaky, Competing Accumulator Model

• LIT-565 — The Time Course of Perceptual Choice: The Leaky, Competing Accumulator Model (Active)
  • LIT-569 — The Physics of Optimal Decision Making: A Formal Analysis of Models of Performance in Two-Alternative Forced-Choice Tasks (Active)
  • LIT-605 — An Accumulator Model for Spontaneous Neural Activity Prior to Self-Initiated Movement (Active)

From Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control

• LIT-580 — Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control (Active)
  • LIT-584 — Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation (Active)

causality

From Investigating Causal Relations by Econometric Models and Cross-spectral Methods

• LIT-1173 — Investigating Causal Relations by Econometric Models and Cross-spectral Methods (Unavailable)
  • LIT-1164 — Causal Reasoning in Graphical Time Series Models (Active)
  • LIT-1169 — Measurement of Linear Dependence and Feedback between Multiple Time Series (Unavailable)
    • LIT-1171 — Granger causality and transfer entropy are equivalent for Gaussian variables (Active) — also carries further LIT-1173
      • LIT-048 — Transfer Entropy as a Log-likelihood Ratio (Active)
  • LIT-1170 — Measuring Autonomy and Emergence via Granger Causality (Active)

From Quantifying causal emergence shows that macro can beat micro

• LIT-1038 — Quantifying causal emergence shows that macro can beat micro (Active)
  • LIT-1129 — Dynamical Reversibility and A New Theory of Causal Emergence based on SVD (Active)
  • LIT-1136 — Causal Emergence 2.0: Quantifying emergent complexity (Active)
    • LIT-1123 — Engineering Emergence (Active)
  • LIT-1843 — Causal emergence is widespread across measures of causation (Active)

From Attribution Patching: Activation Patching At Industrial Scale

• LIT-1581 — Attribution Patching: Activation Patching At Industrial Scale (Active)
  • LIT-1531 — AtP*: An efficient and scalable method for localizing LLM behaviour to components (Active)

From Locating and Editing Factual Associations in GPT

• LIT-1536 — Locating and Editing Factual Associations in GPT (Active)
  • LIT-1582 — Mass-Editing Memory in a Transformer (Active)

From Causal Scrubbing: a method for rigorously testing interpretability hypotheses

• LIT-1549 — Causal Scrubbing: a method for rigorously testing interpretability hypotheses (Active)
  • LIT-1579 — Causal scrubbing: results on induction heads (Active)
  • LIT-1580 — Causal scrubbing: results on a paren balance checker (Active)
  • LIT-1583 — Causal scrubbing: Appendix (Active)

From Transcoders Find Interpretable LLM Feature Circuits

• LIT-1554 — Transcoders Find Interpretable LLM Feature Circuits (Active)
  • LIT-1552 — Circuit Tracing: Revealing Computational Graphs in Language Models (Active)

From Multi-Level Cause-Effect Systems

• LIT-1833 — Multi-Level Cause-Effect Systems (Active)
  • LIT-1834 — Causal feature learning: an overview (Active)

cognition

From The Extended Mind

• LIT-097 — The Extended Mind (Active)
  • LIT-403 — Intrinsic content, active memory and the extended mind (Active)
  • LIT-421 — Foreword (Active)
    • LIT-415 — Extended Cognition and Extended Consciousness (Active) — also carries further LIT-097; also corrects LIT-097

From A General Feedback Theory of Human Behavior: Part I

• LIT-1188 — A General Feedback Theory of Human Behavior: Part I (Active)
  • LIT-1197 — A General Feedback Theory of Human Behavior: Part II (Active)

From The dynamic architecture of emotion: Evidence for the component process model

• LIT-1446 — The dynamic architecture of emotion: Evidence for the component process model (Unavailable)
  • LIT-1451 — Emotions are emergent processes: they require a dynamic computational architecture (Active)

From Semiorders and a Theory of Utility Discrimination

• LIT-1460 — Semiorders and a Theory of Utility Discrimination (Unavailable)
  • LIT-1472 — Intransitivity of preferences (Unfetched)

From The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy

• LIT-1942 — The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy (Active)
  • LIT-1941 — M-Autonomy (Active)
    • LIT-1945 — The Problem of Mental Action: Predictive Control without Sensory Sheets (Active)

From Psychological Predicates

• LIT-396 — Psychological Predicates (Unfetched)
  • LIT-641 — What Psychological States are Not (Active)

From A Framework for Representing Knowledge

• LIT-410 — A Framework for Representing Knowledge (Active)
  • LIT-399 — Plain Talk About Neurodevelopmental Epistemology (Active)
    • LIT-402 — K-Lines: A Theory of Memory (Active) — also carries further LIT-410
  • LIT-408 — Jokes and the Logic of the Cognitive Unconscious (Active)

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

From The Emotions

• LIT-546 — The Emotions (Unavailable)
  • LIT-540 — Impulsive action: emotional impulses and their control (Active)

From The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

• LIT-576 — The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks (Active)
  • LIT-563 — HDDM: Hierarchical Bayesian Estimation of the Drift-Diffusion Model in Python (Active)

From Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control

• LIT-580 — Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control (Active)
  • LIT-584 — Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation (Active)

From Advertisement for a Semantics for Psychology

• LIT-648 — Advertisement for a Semantics for Psychology (Active)
  • LIT-625 — Functional Role and Truth Conditions (Active)

From On a confusion about a function of consciousness

• LIT-643 — On a confusion about a function of consciousness (Active)
  • LIT-629 — Two neural correlates of consciousness (Active)
    • LIT-646 — Consciousness, accessibility, and the mesh between psychology and neuroscience (Active)
      • LIT-637 — What Is Wrong with the No-Report Paradigm and How to Fix It (Active)
      • LIT-640 — Perceptual consciousness overflows cognitive access (Active)

complex-systems

From Quantifying causal emergence shows that macro can beat micro

• LIT-1038 — Quantifying causal emergence shows that macro can beat micro (Active)
  • LIT-1129 — Dynamical Reversibility and A New Theory of Causal Emergence based on SVD (Active)
  • LIT-1136 — Causal Emergence 2.0: Quantifying emergent complexity (Active)
    • LIT-1123 — Engineering Emergence (Active)
  • LIT-1843 — Causal emergence is widespread across measures of causation (Active)

From The dynamic architecture of emotion: Evidence for the component process model

• LIT-1446 — The dynamic architecture of emotion: Evidence for the component process model (Unavailable)
  • LIT-1451 — Emotions are emergent processes: they require a dynamic computational architecture (Active)

From Multi-Level Cause-Effect Systems

• LIT-1833 — Multi-Level Cause-Effect Systems (Active)
  • LIT-1834 — Causal feature learning: an overview (Active)

From A theoretical model of phase transitions in human hand movements

• LIT-588 — A theoretical model of phase transitions in human hand movements (Active)
  • LIT-1851 — Nonequilibrium phase transitions in coordinated biological motion: critical fluctuations (Active)
  • LIT-1873 — Dynamics governs switching among patterns of coordination in biological movement (Active)
  • LIT-601 — The Haken–Kelso–Bunz (HKB) model: from matter to movement to mind (Active)

From An Organizational Account of Biological Functions

• LIT-570 — An Organizational Account of Biological Functions (Active)
  • LIT-582 — Biological organisation as closure of constraints (Active)

From Catastrophic shifts in ecosystems

• LIT-720 — Catastrophic shifts in ecosystems (Unavailable)
  • LIT-726 — Catastrophic regime shifts in ecosystems: linking theory to observation (Active)

From Brain of the Firm

• LIT-746 — Brain of the Firm (Unavailable)
  • LIT-752 — The Viable System Model: Its Provenance, Development, Methodology and Pathology (Active)

compositionality

From Mathematical Foundations for a Compositional Distributional Model of Meaning

• LIT-273 — Mathematical Foundations for a Compositional Distributional Model of Meaning (Active)
  • LIT-272 — Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras (Active)

From T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image Generation

• LIT-783 — T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image Generation (Active)
  • LIT-798 — T2I-CompBench++: An Enhanced and Comprehensive Benchmark for Compositional Text-to-Image Generation (Active)
• alongside: LIT-770 — Compositional Visual Generation with Composable Diffusion Models (Active)
• alongside: LIT-806 — Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Models (Active)

consciousness

From Psychological Predicates

• LIT-396 — Psychological Predicates (Unfetched)
  • LIT-641 — What Psychological States are Not (Active)

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

From On a confusion about a function of consciousness

• LIT-643 — On a confusion about a function of consciousness (Active)
  • LIT-629 — Two neural correlates of consciousness (Active)
    • LIT-646 — Consciousness, accessibility, and the mesh between psychology and neuroscience (Active)
      • LIT-637 — What Is Wrong with the No-Report Paradigm and How to Fix It (Active)
      • LIT-640 — Perceptual consciousness overflows cognitive access (Active)

contextuality

From The sheaf-theoretic structure of non-locality and contextuality

• LIT-016 — The sheaf-theoretic structure of non-locality and contextuality (Active)
  • LIT-277 — The Cohomology of Non-Locality and Contextuality (Active)
    • LIT-278 — Contextuality, Cohomology and Paradox (Active)
    • LIT-279 — On the Cohomology of Contextuality (Active)
      • LIT-280 — Towards a complete cohomology invariant for non-locality and contextuality (Active)
        • LIT-281 — Logical and Topological Contextuality in Quantum Mechanics and Beyond (Active)
  • LIT-841 — Semantic Unification: A Sheaf Theoretic Approach to Natural Language (Active)
  • LIT-842 — On the Quantum-like Contextuality of Ambiguous Phrases (Active) — also carries further LIT-777
    • LIT-851 — Analysing Ambiguous Nouns and Verbs with Quantum Contextuality Tools (Active) — also carries further LIT-777
  • LIT-843 — Combining contextuality and causality: a game semantics approach (Active) — also carries further LIT-813
  • LIT-846 — Categories of Empirical Models (Active) — also carries further LIT-265
    • LIT-847 — A comonadic view of simulation and quantum resources (Active) — also carries further LIT-016, LIT-265
      • LIT-845 — Closing Bell: Boxing black box simulations in the resource theory of contextuality (Active) — also carries further LIT-016, LIT-846
• LIT-265 — The contextual fraction as a measure of contextuality (Active)
• LIT-777 — Context–content systems of random variables: The Contextuality-by-Default theory (Active)
  • LIT-831 — Contextuality-by-Default 2.0: Systems with Binary Random Variables (Active)
    • LIT-790 — Contextuality in Canonical Systems of Random Variables (Active)
    • LIT-844 — Quantum-Like Contextuality in Large Language Models (Active) — also carries further LIT-016, LIT-265, LIT-842
  • LIT-836 — Probabilistic Foundations of Contextuality (Active)
• LIT-813 — The Sheaf-Theoretic Structure of Definite Causality (Superseded)

design-rationale

From Issues as Elements of Information Systems

• LIT-758 — Issues as Elements of Information Systems (Active)
  • LIT-762 — gIBIS: a hypertext tool for exploratory policy discussion (Unfetched)
    • LIT-755 — A Process-Oriented Approach to Design Rationale (Unavailable)

ecology

From Catastrophic shifts in ecosystems

• LIT-720 — Catastrophic shifts in ecosystems (Unavailable)
  • LIT-726 — Catastrophic regime shifts in ecosystems: linking theory to observation (Active)

embodied-cognition

From The Extended Mind

• LIT-097 — The Extended Mind (Active)
  • LIT-403 — Intrinsic content, active memory and the extended mind (Active)
  • LIT-421 — Foreword (Active)
    • LIT-415 — Extended Cognition and Extended Consciousness (Active) — also carries further LIT-097; also corrects LIT-097

From A theoretical model of phase transitions in human hand movements

• LIT-588 — A theoretical model of phase transitions in human hand movements (Active)
  • LIT-1851 — Nonequilibrium phase transitions in coordinated biological motion: critical fluctuations (Active)
  • LIT-1873 — Dynamics governs switching among patterns of coordination in biological movement (Active)
  • LIT-601 — The Haken–Kelso–Bunz (HKB) model: from matter to movement to mind (Active)

emotion-and-affect

From The power of goal-directed processes in the causation of emotional and other actions

• LIT-1434 — The power of goal-directed processes in the causation of emotional and other actions (Active)
  • LIT-1433 — Demystifying Emotions: A Typology of Theories in Psychology and Philosophy (Unavailable)

From Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates

• LIT-1453 — Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates (Unfetched)
  • LIT-1456 — Beyond Bipolar Conceptualizations and Measures: The Case of Attitudes and Evaluative Space (Unfetched)
    • LIT-1438 — The current status of research on the structure of evaluative space (Active)

From Origins and functions of positive and negative affect: A control-process view

• LIT-1441 — Origins and functions of positive and negative affect: A control-process view (Unavailable)
  • LIT-1449 — Control Theory, Goal Attainment, and Psychopathology (Active)

From The dynamic architecture of emotion: Evidence for the component process model

• LIT-1446 — The dynamic architecture of emotion: Evidence for the component process model (Unavailable)
  • LIT-1451 — Emotions are emergent processes: they require a dynamic computational architecture (Active)

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From The Emotions

• LIT-546 — The Emotions (Unavailable)
  • LIT-540 — Impulsive action: emotional impulses and their control (Active)

epistemology

From The Communication Structure of Epistemic Communities

• LIT-724 — The Communication Structure of Epistemic Communities (Active)
  • LIT-735 — The Epistemic Benefit of Transient Diversity (Active)
    • LIT-733 — In Epistemic Networks, Is Less Really More? (Active) — also corrects LIT-724

ethics

From The Impossibility of a Paretian Liberal

• LIT-285 — The Impossibility of a Paretian Liberal (Active)
  • LIT-282 — The Possibility of Social Choice (Active)

From Equality of What?

• LIT-289 — Equality of What? (Active)
  • LIT-287 — Wellbeing, Freedom and Social Justice: The Capability Approach Re-Examined (Active)
  • LIT-288 — Capabilities as Fundamental Entitlements: Sen and Social Justice (Active)

From The Sources of Normativity

• LIT-564 — The Sources of Normativity (Active)
  • LIT-599 — The Sources of Normativity (Unavailable)

From Responsiveness and Moral Responsibility

• LIT-687 — Responsiveness and Moral Responsibility (Active)
  • LIT-684 — Responsibility and Control: A Theory of Moral Responsibility (Unavailable)
    • LIT-689 — Stories and the Meaning of Life (Active)

From Asymmetrical Freedom

• LIT-688 — Asymmetrical Freedom (Unavailable)
  • LIT-685 — Freedom Within Reason (Unavailable) — also carries further LIT-690
• LIT-690 — Sanity and the Metaphysics of Responsibility (Unavailable)

free-will

From Responsiveness and Moral Responsibility

• LIT-687 — Responsiveness and Moral Responsibility (Active)
  • LIT-684 — Responsibility and Control: A Theory of Moral Responsibility (Unavailable)
    • LIT-689 — Stories and the Meaning of Life (Active)

From Asymmetrical Freedom

• LIT-688 — Asymmetrical Freedom (Unavailable)
  • LIT-685 — Freedom Within Reason (Unavailable) — also carries further LIT-690
• LIT-690 — Sanity and the Metaphysics of Responsibility (Unavailable)

From Responsibility Incorporated

• LIT-742 — Responsibility Incorporated (Unavailable)
  • LIT-718 — The Conversable, Responsible Corporation (Active)

game-theory

From Potential Games

• LIT-1462 — Potential Games (Unfetched)
  • LIT-1442 — Flows and Decompositions of Games: Harmonic and Potential Games (Active)

From Partial Monitoring—Classification, Regret Bounds, and Algorithms

• LIT-1528 — Partial Monitoring—Classification, Regret Bounds, and Algorithms (Active)
  • LIT-1524 — Cleaning up the neighborhood: A full classification for adversarial partial monitoring (Active)

From Governing the Commons: The Evolution of Institutions for Collective Action

• LIT-737 — Governing the Commons: The Evolution of Institutions for Collective Action (Unavailable)
  • LIT-719 — Beyond Markets and States: Polycentric Governance of Complex Economic Systems (Active)

individuation

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

From Life as we know it

• LIT-526 — Life as we know it (Active)
  • LIT-598 — The Markov blanket trick: On the scope of the free energy principle and active inference (Active)
  • LIT-603 — The Emperor’s New Markov Blankets (Active)

From Multilevel Selection and the Major Transitions in Evolution

• LIT-721 — Multilevel Selection and the Major Transitions in Evolution (Unavailable)
  • LIT-749 — The Major Transitions in Evolution—A Philosophy-of-Science Perspective (Active)

information-geometry

From Algebraic Geometry and Statistical Learning Theory

• LIT-354 — Algebraic Geometry and Statistical Learning Theory (Unavailable)
  • LIT-616 — A Widely Applicable Bayesian Information Criterion (Active)

From Natural Gradient Works Efficiently in Learning

• LIT-607 — Natural Gradient Works Efficiently in Learning (Active)
  • LIT-622 — Optimizing Neural Networks with Kronecker-factored Approximate Curvature (Active)
• LIT-617 — The Full Spectrum of Deepnet Hessians at Scale: Dynamics with SGD Training and Sample Size (Active)
  • LIT-619 — Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians (Active)
    • LIT-613 — Traces of Class/Cross-Class Structure Pervade Deep Learning Spectra (Active) — also carries further LIT-617

information-theory

From Quantifying unique information

• LIT-1162 — Quantifying unique information (Active)
  • LIT-1202 — Reconsidering unique information: Towards a multivariate information decomposition (Active)
• LIT-1172 — Nonnegative Decomposition of Multivariate Information (Active)
  • LIT-1168 — A Bivariate Measure of Redundant Information (Active)
  • LIT-1176 — Generalized Measures of Information Transfer (Active) — also carries further LIT-1177
  • LIT-1201 — Measuring multivariate redundant information with pointwise common change in surprisal (Active)
  • LIT-1203 — Intersection Information Based on Common Randomness (Active)
  • LIT-1204 — Quantifying synergistic mutual information (Active)
• LIT-1177 — Measuring Information Transfer (Active)
  • LIT-1165 — Information Flows? A Critique of Transfer Entropies (Active)
  • LIT-1167 — Information transfer in continuous processes (Unavailable)
  • LIT-1175 — Local information transfer as a spatiotemporal filter for complex systems (Active)

From The Role of the Information Bottleneck in Representation Learning

• alongside: LIT-240 — The Role of the Information Bottleneck in Representation Learning (Unavailable)
• alongside: LIT-245 — Minimum Description Length and Generalization Guarantees for Representation Learning (Active)

From Mutual information, neural networks and the renormalization group

• LIT-873 — Mutual information, neural networks and the renormalization group (Active)
  • LIT-881 — Optimal Renormalization Group Transformation from Information Theory (Active)
  • LIT-885 — Relevance in the Renormalization Group and in Information Theory (Active)

learning-and-conditioning

From Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis

• alongside: LIT-556 — Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis (Unavailable)
• alongside: LIT-557 — A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation (Active)
• alongside: LIT-562 — Pervasive negative effects of rewards on intrinsic motivation: The myth continues (Active)
• alongside: LIT-754 — Effects of reward on intrinsic motivation—Negative, neutral, and positive: Comment on Deci, Koestner, and Ryan (1999) (Unavailable)

From Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control

• LIT-580 — Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control (Active)
  • LIT-584 — Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation (Active)

learning-theory

From Partial Monitoring—Classification, Regret Bounds, and Algorithms

• LIT-1528 — Partial Monitoring—Classification, Regret Bounds, and Algorithms (Active)
  • LIT-1524 — Cleaning up the neighborhood: A full classification for adversarial partial monitoring (Active)

From The Role of the Information Bottleneck in Representation Learning

• alongside: LIT-240 — The Role of the Information Bottleneck in Representation Learning (Unavailable)
• alongside: LIT-245 — Minimum Description Length and Generalization Guarantees for Representation Learning (Active)

From On the Stepwise Nature of Self-Supervised Learning

• LIT-242 — On the Stepwise Nature of Self-Supervised Learning (Active)
  • LIT-855 — Closed-Form Training Dynamics Reveal Learned Features and Linear Structure in Word2Vec-like Models (Active)

From Algebraic Geometry and Statistical Learning Theory

• LIT-354 — Algebraic Geometry and Statistical Learning Theory (Unavailable)
  • LIT-616 — A Widely Applicable Bayesian Information Criterion (Active)

From The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies

• LIT-612 — The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies (Active)
  • LIT-608 — Deep Equals Shallow for ReLU Networks in Kernel Regimes (Active)

From Intermediate Layer Classifiers for OOD generalization

• LIT-678 — Intermediate Layer Classifiers for OOD generalization (Active)
  • LIT-657 — The Generalization Ridge: Information Flow in Natural Language Generation (Active)

linguistics

From Mathematical Foundations for a Compositional Distributional Model of Meaning

• LIT-273 — Mathematical Foundations for a Compositional Distributional Model of Meaning (Active)
  • LIT-272 — Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras (Active)

logic

From Mathematical Foundations for a Compositional Distributional Model of Meaning

• LIT-273 — Mathematical Foundations for a Compositional Distributional Model of Meaning (Active)
  • LIT-272 — Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras (Active)

mathematics

From Extensions of Lipschitz mappings into a Hilbert space

• LIT-1153 — Extensions of Lipschitz mappings into a Hilbert space (Active)
  • LIT-1152 — Extending Lipschitz functions via random metric partitions (Active)
  • LIT-1154 — Optimality of the Johnson-Lindenstrauss Lemma (Active)
    • LIT-1151 — Optimal compression of approximate inner products and dimension reduction (Active)
  • LIT-1156 — A Simple Proof of the Restricted Isometry Property for Random Matrices (Active)
  • LIT-1157 — An elementary proof of a theorem of Johnson and Lindenstrauss (Active)
  • LIT-1159 — Database-friendly random projections: Johnson-Lindenstrauss with binary coins (Active)

From On Lipschitz embedding of finite metric spaces in Hilbert space

• LIT-1161 — On Lipschitz embedding of finite metric spaces in Hilbert space (Unavailable)
  • LIT-1155 — The geometry of graphs and some of its algorithmic applications (Active)

From Representation of a preference ordering by a numerical function

• LIT-1454 — Representation of a preference ordering by a numerical function (Unavailable)
  • LIT-1435 — Theory of Value: An Axiomatic Analysis of Economic Equilibrium (Active)

From Potential Games

• LIT-1462 — Potential Games (Unfetched)
  • LIT-1442 — Flows and Decompositions of Games: Harmonic and Potential Games (Active)

From Semiorders and a Theory of Utility Discrimination

• LIT-1460 — Semiorders and a Theory of Utility Discrimination (Unavailable)
  • LIT-1472 — Intransitivity of preferences (Unfetched)

From Mathematical Foundations for a Compositional Distributional Model of Meaning

• LIT-273 — Mathematical Foundations for a Compositional Distributional Model of Meaning (Active)
  • LIT-272 — Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras (Active)

From A new description of orthogonal bases

• LIT-274 — A new description of orthogonal bases (Active)
  • LIT-275 — H*-algebras and nonunital Frobenius algebras: first steps in infinite-dimensional categorical quantum mechanics (Active)

From Algebraic Geometry and Statistical Learning Theory

• LIT-354 — Algebraic Geometry and Statistical Learning Theory (Unavailable)
  • LIT-616 — A Widely Applicable Bayesian Information Criterion (Active)

mereology

From The Society of Mind

• LIT-429 — The Society of Mind (Unavailable)
  • LIT-432 — The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind (Active)

metaphysics

From Alternate Possibilities and Moral Responsibility

• LIT-694 — Alternate Possibilities and Moral Responsibility (Active)
  • LIT-1868 — The Frankfurt Cases: The Moral of the Stories (Active)
  • LIT-692 — Freedom of the Will and the Concept of a Person (Active)
    • LIT-293 — I. Taking Ourselves Seriously; II. Getting It Right (Active)
    • LIT-295 — What Happens When Someone Acts? (Active)

From Category-theoretic structure and radical ontic structural realism

• LIT-223 — Category-theoretic structure and radical ontic structural realism (Active)
  • LIT-222 — No categorial support for radical ontic structural realism (Active)

From Psychological Predicates

• LIT-396 — Psychological Predicates (Unfetched)
  • LIT-641 — What Psychological States are Not (Active)

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

From Toward a Philosophical Structure for Psychiatry

• LIT-552 — Toward a Philosophical Structure for Psychiatry (Unavailable)
  • LIT-539 — Explanatory Models for Psychiatric Illness (Active)

From Group Agency and Supervenience

• LIT-705 — Group Agency and Supervenience (Active)
  • LIT-700 — Three kinds of collective attitudes (Active)

model-comparison

From Algebraic Geometry and Statistical Learning Theory

• LIT-354 — Algebraic Geometry and Statistical Learning Theory (Unavailable)
  • LIT-616 — A Widely Applicable Bayesian Information Criterion (Active)

From The Weighted Likelihood Ratio, Linear Hypotheses on Normal Location Parameters

• LIT-610 — The Weighted Likelihood Ratio, Linear Hypotheses on Normal Location Parameters (Active)
  • LIT-609 — Bayesian hypothesis testing for psychologists: A tutorial on the Savage–Dickey method (Active)
  • LIT-620 — Post hoc Bayesian model selection (Active)
    • LIT-614 — Bayesian model reduction (Active)
      • LIT-615 — An Active Inference Approach to Modeling Structure Learning: Concept Learning as an Example Case (Active)

moral-psychology

From Intuitive ethics: how innately prepared intuitions generate culturally variable virtues

• LIT-502 — Intuitive ethics: how innately prepared intuitions generate culturally variable virtues (Active)
  • LIT-499 — Moral Foundations Theory: The Pragmatic Validity of Moral Pluralism (Active)
    • LIT-500 — Morality beyond the WEIRD: How the nomological network of morality varies across cultures (Active)

motivation

From The power of goal-directed processes in the causation of emotional and other actions

• LIT-1434 — The power of goal-directed processes in the causation of emotional and other actions (Active)
  • LIT-1433 — Demystifying Emotions: A Typology of Theories in Psychology and Philosophy (Unavailable)

From Origins and functions of positive and negative affect: A control-process view

• LIT-1441 — Origins and functions of positive and negative affect: A control-process view (Unavailable)
  • LIT-1449 — Control Theory, Goal Attainment, and Psychopathology (Active)

From Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis

• alongside: LIT-556 — Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis (Unavailable)
• alongside: LIT-557 — A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation (Active)
• alongside: LIT-562 — Pervasive negative effects of rewards on intrinsic motivation: The myth continues (Active)
• alongside: LIT-754 — Effects of reward on intrinsic motivation—Negative, neutral, and positive: Comment on Deci, Koestner, and Ryan (1999) (Unavailable)

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

narrative-unity

From Narrative Identity

• LIT-572 — Narrative Identity (Unavailable)
  • LIT-595 — “First we invented stories, then they changed us”: The Evolution of Narrative Identity (Active)

natural-sciences

From A theoretical model of phase transitions in human hand movements

• LIT-588 — A theoretical model of phase transitions in human hand movements (Active)
  • LIT-1851 — Nonequilibrium phase transitions in coordinated biological motion: critical fluctuations (Active)
  • LIT-1873 — Dynamics governs switching among patterns of coordination in biological movement (Active)
  • LIT-601 — The Haken–Kelso–Bunz (HKB) model: from matter to movement to mind (Active)

From An Organizational Account of Biological Functions

• LIT-570 — An Organizational Account of Biological Functions (Active)
  • LIT-582 — Biological organisation as closure of constraints (Active)

From Mutual information, neural networks and the renormalization group

• LIT-873 — Mutual information, neural networks and the renormalization group (Active)
  • LIT-881 — Optimal Renormalization Group Transformation from Information Theory (Active)
  • LIT-885 — Relevance in the Renormalization Group and in Information Theory (Active)

network-science

From Reaching a Consensus

• LIT-1527 — Reaching a Consensus (Active)
  • LIT-1134 — Persuasion Bias, Social Influence, and Unidimensional Opinions (Active)

From The Communication Structure of Epistemic Communities

• LIT-724 — The Communication Structure of Epistemic Communities (Active)
  • LIT-735 — The Epistemic Benefit of Transient Diversity (Active)
    • LIT-733 — In Epistemic Networks, Is Less Really More? (Active) — also corrects LIT-724

neuroscience

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

From The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

• LIT-576 — The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks (Active)
  • LIT-563 — HDDM: Hierarchical Bayesian Estimation of the Drift-Diffusion Model in Python (Active)

From The Time Course of Perceptual Choice: The Leaky, Competing Accumulator Model

• LIT-565 — The Time Course of Perceptual Choice: The Leaky, Competing Accumulator Model (Active)
  • LIT-569 — The Physics of Optimal Decision Making: A Formal Analysis of Models of Performance in Two-Alternative Forced-Choice Tasks (Active)
  • LIT-605 — An Accumulator Model for Spontaneous Neural Activity Prior to Self-Initiated Movement (Active)

From Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control

• LIT-580 — Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control (Active)
  • LIT-584 — Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation (Active)

personhood

From The Sources of Normativity

• LIT-564 — The Sources of Normativity (Active)
  • LIT-599 — The Sources of Normativity (Unavailable)

From Self-Constitution: Agency, Identity, and Integrity

• LIT-597 — Self-Constitution: Agency, Identity, and Integrity (Unavailable)
  • LIT-587 — The Normative Constitution of Agency (Active)
• alongside: LIT-590 — Structures of Agency: Essays (Unavailable)

phenomenal-unity

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

philosophy-of-biology

From An Organizational Account of Biological Functions

• LIT-570 — An Organizational Account of Biological Functions (Active)
  • LIT-582 — Biological organisation as closure of constraints (Active)

From Multilevel Selection and the Major Transitions in Evolution

• LIT-721 — Multilevel Selection and the Major Transitions in Evolution (Unavailable)
  • LIT-749 — The Major Transitions in Evolution—A Philosophy-of-Science Perspective (Active)

philosophy-of-language

From Mathematical Foundations for a Compositional Distributional Model of Meaning

• LIT-273 — Mathematical Foundations for a Compositional Distributional Model of Meaning (Active)
  • LIT-272 — Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras (Active)

From Advertisement for a Semantics for Psychology

• LIT-648 — Advertisement for a Semantics for Psychology (Active)
  • LIT-625 — Functional Role and Truth Conditions (Active)

philosophy-of-mathematics

From Category-theoretic structure and radical ontic structural realism

• LIT-223 — Category-theoretic structure and radical ontic structural realism (Active)
  • LIT-222 — No categorial support for radical ontic structural realism (Active)

philosophy-of-science

From Category-theoretic structure and radical ontic structural realism

• LIT-223 — Category-theoretic structure and radical ontic structural realism (Active)
  • LIT-222 — No categorial support for radical ontic structural realism (Active)

From Toward a Philosophical Structure for Psychiatry

• LIT-552 — Toward a Philosophical Structure for Psychiatry (Unavailable)
  • LIT-539 — Explanatory Models for Psychiatric Illness (Active)

From An Organizational Account of Biological Functions

• LIT-570 — An Organizational Account of Biological Functions (Active)
  • LIT-582 — Biological organisation as closure of constraints (Active)

From Multilevel Selection and the Major Transitions in Evolution

• LIT-721 — Multilevel Selection and the Major Transitions in Evolution (Unavailable)
  • LIT-749 — The Major Transitions in Evolution—A Philosophy-of-Science Perspective (Active)

From The Communication Structure of Epistemic Communities

• LIT-724 — The Communication Structure of Epistemic Communities (Active)
  • LIT-735 — The Epistemic Benefit of Transient Diversity (Active)
    • LIT-733 — In Epistemic Networks, Is Less Really More? (Active) — also corrects LIT-724

probabilistic-modeling

From The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies

• LIT-1542 — The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies (Active)
  • LIT-002 — Nested Hierarchical Dirichlet Processes (Active)

From Infinite Latent Feature Models and the Indian Buffet Process

• LIT-1623 — Infinite Latent Feature Models and the Indian Buffet Process (Active)
  • LIT-1556 — The Indian Buffet Process: An Introduction and Review (Active)
  • LIT-1577 — The Infinite Factorial Hidden Markov Model (Active) — also carries further LIT-1628
  • LIT-1626 — Infinite Sparse Factor Analysis and Infinite Independent Components Analysis (Active)
  • LIT-1627 — Stick-breaking Construction for the Indian Buffet Process (Active)
• LIT-1628 — Factorial Hidden Markov Models (Active)

From Multi-Level Cause-Effect Systems

• LIT-1833 — Multi-Level Cause-Effect Systems (Active)
  • LIT-1834 — Causal feature learning: an overview (Active)

From Life as we know it

• LIT-526 — Life as we know it (Active)
  • LIT-598 — The Markov blanket trick: On the scope of the free energy principle and active inference (Active)
  • LIT-603 — The Emperor’s New Markov Blankets (Active)

From The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

• LIT-576 — The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks (Active)
  • LIT-563 — HDDM: Hierarchical Bayesian Estimation of the Drift-Diffusion Model in Python (Active)

From The Weighted Likelihood Ratio, Linear Hypotheses on Normal Location Parameters

• LIT-610 — The Weighted Likelihood Ratio, Linear Hypotheses on Normal Location Parameters (Active)
  • LIT-609 — Bayesian hypothesis testing for psychologists: A tutorial on the Savage–Dickey method (Active)
  • LIT-620 — Post hoc Bayesian model selection (Active)
    • LIT-614 — Bayesian model reduction (Active)
      • LIT-615 — An Active Inference Approach to Modeling Structure Learning: Concept Learning as an Example Case (Active)

psychometrics

From Semiorders and a Theory of Utility Discrimination

• LIT-1460 — Semiorders and a Theory of Utility Discrimination (Unavailable)
  • LIT-1472 — Intransitivity of preferences (Unfetched)

From The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

• LIT-576 — The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks (Active)
  • LIT-563 — HDDM: Hierarchical Bayesian Estimation of the Drift-Diffusion Model in Python (Active)

psychopathology-and-treatment

From Toward a Philosophical Structure for Psychiatry

• LIT-552 — Toward a Philosophical Structure for Psychiatry (Unavailable)
  • LIT-539 — Explanatory Models for Psychiatric Illness (Active)

From Relational Frame Theory: A Post-Skinnerian Account of Human Language and Cognition

• LIT-549 — Relational Frame Theory: A Post-Skinnerian Account of Human Language and Cognition (Unavailable)
  • LIT-541 — Relational Frame Theory: Some Implications for Understanding and Treating Human Psychopathology (Active)
  • LIT-555 — Acceptance and Commitment Therapy: Model, Processes and Outcomes (Active) — also carries further LIT-551
• LIT-551 — Experiential Avoidance and Behavioral Disorders: A Functional Dimensional Approach to Diagnosis and Treatment (Unavailable)

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

quantum-foundations

From A new description of orthogonal bases

• LIT-274 — A new description of orthogonal bases (Active)
  • LIT-275 — H*-algebras and nonunital Frobenius algebras: first steps in infinite-dimensional categorical quantum mechanics (Active)

representation-learning

From Attribution Patching: Activation Patching At Industrial Scale

• LIT-1581 — Attribution Patching: Activation Patching At Industrial Scale (Active)
  • LIT-1531 — AtP*: An efficient and scalable method for localizing LLM behaviour to components (Active)

From Locating and Editing Factual Associations in GPT

• LIT-1536 — Locating and Editing Factual Associations in GPT (Active)
  • LIT-1582 — Mass-Editing Memory in a Transformer (Active)

From Causal Scrubbing: a method for rigorously testing interpretability hypotheses

• LIT-1549 — Causal Scrubbing: a method for rigorously testing interpretability hypotheses (Active)
  • LIT-1579 — Causal scrubbing: results on induction heads (Active)
  • LIT-1580 — Causal scrubbing: results on a paren balance checker (Active)
  • LIT-1583 — Causal scrubbing: Appendix (Active)

From Transcoders Find Interpretable LLM Feature Circuits

• LIT-1554 — Transcoders Find Interpretable LLM Feature Circuits (Active)
  • LIT-1552 — Circuit Tracing: Revealing Computational Graphs in Language Models (Active)

From Curve Detectors

• LIT-1575 — Curve Detectors (Active)
  • LIT-1629 — Curve Circuits (Active)

From Toy Models of Superposition

• LIT-323 — Toy Models of Superposition (Active)
  • LIT-1625 — Polysemanticity and Capacity in Neural Networks (Active)

From The Role of the Information Bottleneck in Representation Learning

• alongside: LIT-240 — The Role of the Information Bottleneck in Representation Learning (Unavailable)
• alongside: LIT-245 — Minimum Description Length and Generalization Guarantees for Representation Learning (Active)

From On the Stepwise Nature of Self-Supervised Learning

• LIT-242 — On the Stepwise Nature of Self-Supervised Learning (Active)
  • LIT-855 — Closed-Form Training Dynamics Reveal Learned Features and Linear Structure in Word2Vec-like Models (Active)

From Understanding image representations by measuring their equivariance and equivalence

• LIT-363 — Understanding image representations by measuring their equivariance and equivalence (Active)
  • LIT-850 — Revisiting Model Stitching to Compare Neural Representations (Active)

From The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies

• LIT-612 — The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies (Active)
  • LIT-608 — Deep Equals Shallow for ReLU Networks in Kernel Regimes (Active)

From Intermediate Layer Classifiers for OOD generalization

• LIT-678 — Intermediate Layer Classifiers for OOD generalization (Active)
  • LIT-657 — The Generalization Ridge: Information Flow in Natural Language Generation (Active)

From A mathematical theory of semantic development in deep neural networks

• LIT-862 — A mathematical theory of semantic development in deep neural networks (Active)
  • LIT-860 — Symmetry in language statistics shapes the geometry of model representations (Active) — also carries further LIT-863
• LIT-863 — On the Emergence of Linear Analogies in Word Embeddings (Active)

From Mutual information, neural networks and the renormalization group

• LIT-873 — Mutual information, neural networks and the renormalization group (Active)
  • LIT-881 — Optimal Renormalization Group Transformation from Information Theory (Active)
  • LIT-885 — Relevance in the Renormalization Group and in Information Theory (Active)

self

From The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy

• LIT-1942 — The myth of cognitive agency: subpersonal thinking as a cyclically recurring loss of mental autonomy (Active)
  • LIT-1941 — M-Autonomy (Active)
    • LIT-1945 — The Problem of Mental Action: Predictive Control without Sensory Sheets (Active)

From Being No One: The Self-Model Theory of Subjectivity

• LIT-467 — Being No One: The Self-Model Theory of Subjectivity (Unavailable)
  • LIT-568 — Précis: Being No One (Active)

From Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being

• LIT-559 — Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being (Active)
  • LIT-560 — Self-Regulation and the Problem of Human Autonomy: Does Psychology Need Choice, Self-Determination, and Will? (Active)
• alongside: LIT-574 — A Multicomponent Conceptualization of Authenticity: Theory and Research (Unavailable)
• alongside: LIT-606 — Thine Own Self: True Self-Concept Accessibility and Meaning in Life (Active)

From Narrative Identity

• LIT-572 — Narrative Identity (Unavailable)
  • LIT-595 — “First we invented stories, then they changed us”: The Evolution of Narrative Identity (Active)

self-governance

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

From Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being

• LIT-559 — Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being (Active)
  • LIT-560 — Self-Regulation and the Problem of Human Autonomy: Does Psychology Need Choice, Self-Determination, and Will? (Active)
• alongside: LIT-574 — A Multicomponent Conceptualization of Authenticity: Theory and Research (Unavailable)
• alongside: LIT-606 — Thine Own Self: True Self-Concept Accessibility and Meaning in Life (Active)

From The Sources of Normativity

• LIT-564 — The Sources of Normativity (Active)
  • LIT-599 — The Sources of Normativity (Unavailable)

From Self-Constitution: Agency, Identity, and Integrity

• LIT-597 — Self-Constitution: Agency, Identity, and Integrity (Unavailable)
  • LIT-587 — The Normative Constitution of Agency (Active)
• alongside: LIT-590 — Structures of Agency: Essays (Unavailable)

social-ontology

From Group Agency and Supervenience

• LIT-705 — Group Agency and Supervenience (Active)
  • LIT-700 — Three kinds of collective attitudes (Active)

From Responsibility Incorporated

• LIT-742 — Responsibility Incorporated (Unavailable)
  • LIT-718 — The Conversable, Responsible Corporation (Active)

social-science

From Reaching a Consensus

• LIT-1527 — Reaching a Consensus (Active)
  • LIT-1134 — Persuasion Bias, Social Influence, and Unidimensional Opinions (Active)

From Intergroup Contact Theory

• LIT-1408 — Intergroup Contact Theory (Active)
  • LIT-1413 — A Meta-Analytic Test of Intergroup Contact Theory (Active)
    • LIT-1405 — How Does Intergroup Contact Reduce Prejudice? Meta-Analytic Tests of Three Mediators (Active)
• alongside: LIT-1420 — The Contact Hypothesis Re-evaluated (Active)

From Representation of a preference ordering by a numerical function

• LIT-1454 — Representation of a preference ordering by a numerical function (Unavailable)
  • LIT-1435 — Theory of Value: An Axiomatic Analysis of Economic Equilibrium (Active)

From Equality of What?

• LIT-289 — Equality of What? (Active)
  • LIT-287 — Wellbeing, Freedom and Social Justice: The Capability Approach Re-Examined (Active)
  • LIT-288 — Capabilities as Fundamental Entitlements: Sen and Social Justice (Active)

From Intuitive ethics: how innately prepared intuitions generate culturally variable virtues

• LIT-502 — Intuitive ethics: how innately prepared intuitions generate culturally variable virtues (Active)
  • LIT-499 — Moral Foundations Theory: The Pragmatic Validity of Moral Pluralism (Active)
    • LIT-500 — Morality beyond the WEIRD: How the nomological network of morality varies across cultures (Active)

From Relational Frame Theory: A Post-Skinnerian Account of Human Language and Cognition

• LIT-549 — Relational Frame Theory: A Post-Skinnerian Account of Human Language and Cognition (Unavailable)
  • LIT-541 — Relational Frame Theory: Some Implications for Understanding and Treating Human Psychopathology (Active)
  • LIT-555 — Acceptance and Commitment Therapy: Model, Processes and Outcomes (Active) — also carries further LIT-551
• LIT-551 — Experiential Avoidance and Behavioral Disorders: A Functional Dimensional Approach to Diagnosis and Treatment (Unavailable)

From Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis

• alongside: LIT-556 — Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis (Unavailable)
• alongside: LIT-557 — A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation (Active)
• alongside: LIT-562 — Pervasive negative effects of rewards on intrinsic motivation: The myth continues (Active)
• alongside: LIT-754 — Effects of reward on intrinsic motivation—Negative, neutral, and positive: Comment on Deci, Koestner, and Ryan (1999) (Unavailable)

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

From Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being

• LIT-559 — Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being (Active)
  • LIT-560 — Self-Regulation and the Problem of Human Autonomy: Does Psychology Need Choice, Self-Determination, and Will? (Active)
• alongside: LIT-574 — A Multicomponent Conceptualization of Authenticity: Theory and Research (Unavailable)
• alongside: LIT-606 — Thine Own Self: True Self-Concept Accessibility and Meaning in Life (Active)

From Narrative Identity

• LIT-572 — Narrative Identity (Unavailable)
  • LIT-595 — “First we invented stories, then they changed us”: The Evolution of Narrative Identity (Active)

From Group Agency and Supervenience

• LIT-705 — Group Agency and Supervenience (Active)
  • LIT-700 — Three kinds of collective attitudes (Active)

From The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA

• LIT-715 — The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA (Unavailable)
  • LIT-734 — History As Cause: Columbia and Challenger (Active)

From Governing the Commons: The Evolution of Institutions for Collective Action

• LIT-737 — Governing the Commons: The Evolution of Institutions for Collective Action (Unavailable)
  • LIT-719 — Beyond Markets and States: Polycentric Governance of Complex Economic Systems (Active)

From Brain of the Firm

• LIT-746 — Brain of the Firm (Unavailable)
  • LIT-752 — The Viable System Model: Its Provenance, Development, Methodology and Pathology (Active)

From Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States

• LIT-748 — Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States (Unavailable)
  • LIT-750 — “Exit, Voice, and Loyalty”: Further Reflections and a Survey of Recent Contributions (Active)

society-and-governance

From Noem v. Abrego Garcia

• LIT-1606 — Noem v. Abrego Garcia (Active)
  • LIT-1841 — Abrego Garcia v. Noem, Order Granting Expedited Discovery (D. Md., ECF No. 79) (Active)

From The Impossibility of a Paretian Liberal

• LIT-285 — The Impossibility of a Paretian Liberal (Active)
  • LIT-282 — The Possibility of Social Choice (Active)

From Equality of What?

• LIT-289 — Equality of What? (Active)
  • LIT-287 — Wellbeing, Freedom and Social Justice: The Capability Approach Re-Examined (Active)
  • LIT-288 — Capabilities as Fundamental Entitlements: Sen and Social Justice (Active)

From The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA

• LIT-715 — The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA (Unavailable)
  • LIT-734 — History As Cause: Columbia and Challenger (Active)

From Governing the Commons: The Evolution of Institutions for Collective Action

• LIT-737 — Governing the Commons: The Evolution of Institutions for Collective Action (Unavailable)
  • LIT-719 — Beyond Markets and States: Polycentric Governance of Complex Economic Systems (Active)

From Brain of the Firm

• LIT-746 — Brain of the Firm (Unavailable)
  • LIT-752 — The Viable System Model: Its Provenance, Development, Methodology and Pathology (Active)

From Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States

• LIT-748 — Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States (Unavailable)
  • LIT-750 — “Exit, Voice, and Loyalty”: Further Reflections and a Survey of Recent Contributions (Active)

thermodynamics

From An Organizational Account of Biological Functions

• LIT-570 — An Organizational Account of Biological Functions (Active)
  • LIT-582 — Biological organisation as closure of constraints (Active)

well-being

From The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior

• LIT-558 — The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior (Active)
  • LIT-561 — Basic psychological need theory: Advancements, critical themes, and future directions (Active)

From Narrative Identity

• LIT-572 — Narrative Identity (Unavailable)
  • LIT-595 — “First we invented stories, then they changed us”: The Evolution of Narrative Identity (Active)

Sharing no tags

From Computing Machinery and Intelligence

• LIT-394 — Computing Machinery and Intelligence (Active)
  • LIT-642 — Psychologism and Behaviorism (Active) — also carries further LIT-407
• LIT-407 — Troubles with Functionalism (Active)
  • LIT-634 — Inverted Earth (Active)
    • LIT-635 — Mental Paint (Active)
  • LIT-639 — The Harder Problem of Consciousness (Active)

From AI as Agency Without Intelligence: on ChatGPT, Large Language Models, and Other Generative Models

• LIT-896 — AI as Agency Without Intelligence: on ChatGPT, Large Language Models, and Other Generative Models (Active)
  • LIT-897 — AI as Agency without Intelligence: On Artificial Intelligence as a New Form of Artificial Agency and the Multiple Realisability of Agency Thesis (Active) — also carries further LIT-898
• LIT-898 — On the Morality of Artificial Agents (Active)
  • LIT-900 — The Method of Levels of Abstraction (Active)
  • LIT-901 — Distributed Morality in an Information Society (Active)
    • LIT-899 — Faultless responsibility: on the nature and allocation of moral responsibility for distributed moral actions (Active) — also carries further LIT-898