anthology-of-the-sota
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9 items with this tag.
Oct 01, 2026
LIT-766: Community Detection on Networks with Ricci Flow
graphs-and-networks
Sep 23, 2026
LIT-579: Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
graphs-and-networks
analysis-and-evaluation
model-architecture
Sep 23, 2026
LIT-580: How Powerful are Graph Neural Networks?
graphs-and-networks
model-architecture
analysis-and-evaluation
Sep 23, 2026
LIT-581: Pitfalls of Graph Neural Network Evaluation
graphs-and-networks
analysis-and-evaluation
model-architecture
Sep 23, 2026
LIT-582: Semi-Supervised Classification with Graph Convolutional Networks
graphs-and-networks
model-architecture
Sep 23, 2026
SOTA-350: Compare GNN architectures over many random data splits and seeds, with one shared training and hyperparameter-selection procedure for every model, never on a single fixed split
graphs-and-networks
analysis-and-evaluation
model-architecture
Sep 23, 2026
SOTA-351: In a message-passing GNN for graph-level tasks, aggregate neighbours by sum with an MLP update, not by mean or max, when graph structure rather than node features carries the signal
graphs-and-networks
model-architecture
Sep 23, 2026
THEORY-083: A message-passing GNN can distinguish no more graphs than the 1-WL test, and reaches that limit only if its neighbor aggregation is injective on multisets, as a sum followed by an MLP is and a mean or max is not
graphs-and-networks
model-architecture
analysis-and-evaluation
Sep 17, 2026
LIT-386: SuperGlue: Learning Feature Matching with Graph Neural Networks
vision-and-graphics
graphs-and-networks