33 citations · 68 across the 16 of their papers we have counts for
Showing 2024 · cs.LGShow all
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cs.LG2024
ThunderKittens: Simple, Fast, and Adorable AI Kernels
Benjamin F. Spector, Simran Arora, Aaryan Singhal +2
The challenge of mapping AI architectures to GPU hardware is creating a critical bottleneck in AI progress. Despite substantial efforts, hand-written custom kernels fail to meet th…
cs.LG2024★ 1 cited
LoLCATs: On Low-Rank Linearizing of Large Language Models
Michael Zhang, Simran Arora, Rahul Chalamala +5
Recent works show we can linearize large language models (LLMs) -- swapping the quadratic attentions of popular Transformer-based LLMs with subquadratic analogs, such as linear att…