Author

Yu-Fei Guo

3 papers indexed here

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#machine learning Preprint Sep 2026

RESCUE: Repairing Language Model Errors to Sparse Circuits via Reinforcement Learning

This work introduces RESCUE (Reasoning-Error Sparse-Circuit Uncovering and Editing), a framework that localizes error-associated circuits and surgically repairs them for performance enhancement, and introduces a pruning technique and precisely fine-tunes error circuits to correct task failures, thereby translating erro...

Chuan-Pu-Zou-Sheng-Li-Guo-Jing-Zhong-Gu-Yue-Shu-Ca Liu, Miao Yu, Yi-Kai Cai et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Towards Evolving Context Parameterization for Large Language Models

This work proposed PLUME, a training-free method that constructs a global update representation, activates memory evidence to form a local parameter view, and adaptively integrates their predictions during decoding, which demonstrated its effectiveness in sequential evolution settings.

Xiao Shi, Zhe-Rui Li, Yi-Ming Jiang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

In-Place Instruction Following in Diffusion Language Models

GRAFT, an IPP-oriented post-training framework combining constraint-aware SFT and preference optimization is proposed, an IPP-oriented post-training framework combining constraint-aware SFT and preference optimization that raises the average IIF score and preserves general generation ability.

Zheng Nie, Zhe-Rui Li, Jia-Ming Zhang et al. · 0 citations