What is recorded here?
Combined adaptive forgetting gates with targeted delta-rule memory updates, developing a hardware-oriented parallel training algorithm and hybrid sequence models.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
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.
Read the original work
- Gated Delta Networks: Improving Mamba2 with Delta Rule
- Yang et al.: gated delta-rule memory and parallel training — official method source
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People and systems
Songlin Yang; Jan Kautz; Ali Hatamizadeh
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.
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English catalogue narrative
Yang et al.: gated delta-rule memory and parallel training
Combined adaptive forgetting gates with targeted delta-rule memory updates, developing a hardware-oriented parallel training algorithm and hybrid sequence models.
Scientific scope
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.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Songlin Yang; Jan Kautz; Ali Hatamizadeh
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.