AWhat changed
Characterized invariant set-function form under stated conditions and designed pooling-based Deep Sets models.
Scientific scope
The theorem has stated domain and continuity conditions, and the experiments cover selected tasks. The record does not claim universal practical superiority, solve arbitrary relational reasoning or absorb later set and graph architectures.
Evidence
The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The theorem has stated domain and continuity conditions, and the experiments cover selected tasks. The record does not claim universal practical superiority, solve arbitrary relational reasoning or absorb later set and graph architectures.
Contributors
- Manzil Zaheer · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Satwik Kottur · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Siamak Ravanbakhsh · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Barnabás Póczos · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Ruslan Salakhutdinov · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Alexander J. Smola · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
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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