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cs.LG2026
FlashMask-3: Efficient and Expressive Mask-Aware Distributed Attention
Guoxia Wang, Qianyue He, Siming Wu +6
Long-context training of large language and multimodal models couples structured attention masks (document, prefix-LM, share-question, sliding-window, block-sparse) with multi-node…
cs.LG2025
AdaGC: Enhancing LLM Pretraining Stability via Adaptive Gradient Clipping
Guoxia Wang, Shuai Li, Congliang Chen +5
Loss spikes remain a persistent obstacle in large-scale language model pretraining. While previous research has attempted to identify the root cause of loss spikes by investigating…
cs.LG2024
FlashMask: Efficient and Rich Mask Extension of FlashAttention
Guoxia Wang, Jinle Zeng, Xiyuan Xiao +7
The computational and memory demands of vanilla attention scale quadratically with the sequence length , posing significant challenges for processing long sequences in Transform…