AWhat changed
Extended graph-convolution updates to directed multi-relational graphs with parameter-sharing schemes, using learned entity representations for classification and link prediction.
Scientific scope
Extended graph-convolution updates to directed multi-relational graphs with parameter-sharing schemes, using learned entity representations for classification and link prediction. Inherits GCN and knowledge-base factorization; DistMult decoder is not newly invented here. Predicting missing triples is statistical completion, not verified factual truth or causal/nationality inference. Equal-contribution notation for first two authors is source credit, not WRS effort allocation.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits GCN and knowledge-base factorization; DistMult decoder is not newly invented here. Predicting missing triples is statistical completion, not verified factual truth or causal/nationality inference. Equal-contribution notation for first two authors is source credit, not WRS effort allocation.
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.
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