Author

Min-Jie Chen

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#machine learning Preprint Sep 2026

Right Answer, Wrong Mechanism: Detecting Pernicious Divergence in Causal Interventions

Causal interventions such as activation patching and distributed alignment search (DAS) are the main tool for making mechanistic claims about neural networks. Recent work showed that these interventions routinely push representations off the model's natural distribution, and that such divergence is sometimes harmless a...

Bei-Ming Liu, Min-Jie Chen · 0 citations

Review Sep 2026

Evaluating Agent Skills for Version-Specific Plugin Migration: A Retrospective Study

Agent skills package version-specific maintenance knowledge for coding agents, but a higher diagnostic score does not by itself show that the resulting migration advice satisfies the target version's contract. We study a shipped plugin-upgrade skill through an archive of 64 reports on 16 static migration tasks, with tw...

Bei-Ming Liu, Hai-Hao Li, Min-Jie Chen et al. · 0 citations