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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

2026-07-29 至 2026-07-29 共收录 1
2512.17351 2026-07-29 cs.CL 版本更新

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

语言模型的物理:第4.1部分,架构设计与Canon层的魔力

Zeyuan Allen-Zhu

AI总结 本研究提出Canon层,通过轻量级架构组件提升语言模型的推理深度和广度,验证了其在不同架构中的有效性,并展示了其在学术预训练中的潜力。

Comments V1.1 appeared in NeurIPS 2025 main conference; V2 adds GDN experiments, tightens others for a stronger, fairer comparison, and reorganizes sections; V3 adds Result 2.1 and Section 5.2 on how Canon layers improve hierarchical feature learning, from our Jan 2026 talk

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