Author

Tianbo Huang

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Preprint Aug 2026

StateFlow: Sequence Pipeline Parallelism for Long-Context Modeling with Linear Recurrence

StateFlow is presented, a sequence pipeline parallelism system for models with linear recurrence that partitions each sequence into chunks and schedules their execution while propagating boundary states and gradients across chunks, thereby reducing activation lifetimes and improving training throughput.

Wenxuan Zhao, Yingfa Chen, Xu Han et al. · 0 citations