AWhat changed
Identified query-independent key-ranking restrictions of the original GAT score and changed the order of linear transformations/nonlinearity to enable dynamic attention.
Scientific scope
Identified query-independent key-ranking restrictions of the original GAT score and changed the order of linear transformations/nonlinearity to enable dynamic attention. Distinct from already-formal GAT, with inherited attention/neighborhood aggregation. Static-ranking theorem concerns the specified score/head, not every graph-attention architecture. Dynamic expressivity does not prove general graph-isomorphism solving or better performance on every task; complexity comparisons retain channel, edge and parameter costs.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Distinct from already-formal GAT, with inherited attention/neighborhood aggregation. Static-ranking theorem concerns the specified score/head, not every graph-attention architecture. Dynamic expressivity does not prove general graph-isomorphism solving or better performance on every task; complexity comparisons retain channel, edge and parameter costs.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
Full scientific record · Browse contribution grades · Request a correction