AWhat changed
Combined adaptive forgetting gates with targeted delta-rule memory updates, developing a hardware-oriented parallel training algorithm and hybrid sequence models.
Scientific scope
Combined adaptive forgetting gates with targeted delta-rule memory updates, developing a hardware-oriented parallel training algorithm and hybrid sequence models. Combines previously known gates and delta updates; the combination and parallel algorithm are the contribution. December2024 preprint precedes ICLR2025. Benchmarks do not establish universal dominance over Mamba2 or attention.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Combines previously known gates and delta updates; the combination and parallel algorithm are the contribution. December2024 preprint precedes ICLR2025. Benchmarks do not establish universal dominance over Mamba2 or attention.
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.
- Gated Delta Networks: Improving Mamba2 with Delta Rule
- Yang et al.: gated delta-rule memory and parallel training — official method source
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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