Author

Shizhu He

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Preprint Aug 2026

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code

SWE-Touch is introduced, a framework that stress-tests this setting through validated Counter-Edits: plausible edits to task-relevant code that conflict with task completion, and point to detecting workspace changes, reconciling conflicting edits with the task, and verifying the affected behavior as key capabilities fo...

Yuqiao Tan, Jinxiang Meng, Fangyu Lei et al. · 1 citation

Conference Open access 2026

Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs

Continual Learning (CL) for Large Language Models (LLMs) faces a fundamental Stability-Plasticity Dilemma : balancing the plasticity to acquire new capabilities with the stability to preserve prior knowledge. While Parameter-Efficient Fine-Tuning methods, such as LoRA, enable efficient adaptation, we identify a critica...

Huanxuan Liao, Shizhu He, Yupu Hao et al. · Annual Meeting of the Associ... · 1 citation · ⚡1