BWhat changed
Used dynamic routing or self-attention to build multiple user-interest vectors, retrieved candidates per interest and greedily aggregated them with a tunable relevance–diversity objective.
Scientific scope
Used dynamic routing or self-attention to build multiple user-interest vectors, retrieved candidates per interest and greedily aggregated them with a tunable relevance–diversity objective. Routing and attention are alternative implementations in one framework, not separate achievements. Builds on MIND, capsule routing and ANN libraries. Greedy aggregation is not a general global optimum; relevance–diversity trade-offs and offline cloud deployment do not prove universal online satisfaction gains.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Routing and attention are alternative implementations in one framework, not separate achievements. Builds on MIND, capsule routing and ANN libraries. Greedy aggregation is not a general global optimum; relevance–diversity trade-offs and offline cloud deployment do not prove universal online satisfaction gains.
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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