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Author

Gauri Joshi

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#machine learning Preprint Oct 2026

Democratizing LLM Training with the Edge: Challenges, Systems, and the Road Ahead

The growing computational power of modern GPU data centers has let a few industrial giants train and deploy large language models (LLMs) on massive amounts of data. Yet the sheer scale of these models and their training data makes centralized development increasingly hard to sustain, and at the same time shuts out smal...

Zi-Yue Luo, Jiaxuan Cai, C. Le Denmat et al. · 0 citations
#machine learning Preprint Sep 2026

On-Policy Attention Linearization

On-Policy Attention Linearization (OPAL) is introduced in which the hybrid attention student samples its own long-context trajectories and receives dense supervision from the frozen full-attention teacher.

Arian Raje, Anupam Nayak, Anthony Fei et al. · 0 citations

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