Author

Han Cai

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#machine learning Preprint Sep 2026

Delta-Matching: Closing the Final Gap of Native 8-bit Training for LLMs

Reliable FP8 attention remains a barrier to fully native 8-bit large language model training. We derive how forward-backward inconsistencies produce stale delta and empirically show how it distorts training dynamics. Our stale-delta hybrid runs show a modest loss gap at 569M parameters but substantial loss increases an...

Hao-Zhan Tang, Hao Kang, Han Cai et al. · 0 citations

#artificial intelligence Sep 2025

DC-Gen: Post-Training Diffusion Acceleration with Deeply Compressed Latent Space

DC-Gen, a general framework that accelerates text-to-image diffusion models by leveraging a deeply compressed latent space, uses an efficient post-training pipeline to preserve the quality of the base model to reduce the latency of 4K image generation.

Wen-Kun He, Yuchao Gu, Jun-Yu Chen et al. · arXiv.org · 9 citations · ⚡1