Author

Fanshuai Meng

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Jul 2026

FeatFix: Reuse What You Verify through Local Exact-Feature Correction for Faster Cached Diffusion Inference

FeatFix is introduced, a local exact-feature correction method for cached diffusion inference that replaces the complete draft block output with the exact output computed from the same incoming state, avoiding token- or channel-level partial replacement and full-timestep recomputation.

Han-Shuai Cui, Zhiqing Tang, Z. Yao et al. · arXiv.org · 0 citations

Jul 2026

MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory

MemTxn is a governance layer outside the answer model that verifies whether an update is supported by its source and restores the application-visible state after a fault, and achieves the highest average F1 across all twelve answer-model configurations.

Han-Shuai Cui, Zhiqing Tang, Z. Yao et al. · arXiv.org · 2 citations