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[ARTICLE · art-85974] src=discuss.huggingface.co ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Decay-Gated O(N) Causal Linear Attention with Fused Triton Kernel

A developer has open-sourced a Decay-Gated O(N) Causal Linear Attention architecture with fused Triton/CUDA kernels, aiming to bypass quadratic multi-head attention bottlenecks. The project includes a repository and research paper, and the developer seeks integration into Hugging Face Transformers and benchmark comparisons.

read1 min views1 publishedAug 4, 2026

Hey Hugging Face Community,

I’ve engineered and open-sourced a Decay-Gated O(N) Causal Linear Attention architecture featuring fused Triton/CUDA state accumulation kernels designed to bypass quadratic MHA bottlenecks.

Key Specs & Benchmark Metrics:

Repository & Research Paper:

Would love to gather thoughts on integration into Hugging Face Transformers model classes or benchmark comparisons with existing linear models!

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