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#artificial intelligence Preprint Sep 2026

Rethinking Circuit Evaluation: Do Circuits Explain Model Errors?

Mechanistic interpretability (MI) aims to explain a model's behaviour through analyzing its internal computations; circuit-based explanations aim to isolate these computations with compact subnetworks validated by ablating the rest of the model. We show that circuits validated this way may fail to recover the underlyin...

Li Zhang, Chu-Qin Geng, Mark Zhang et al. · 0 citations
Review Open access Sep 2026

On-premise medical AI agents for reliable clinical decision-making.

A fully on-premise clinical agent that couples local operational control with a multi-perspective reliability framework to support selective autonomy is developed and evaluated, supporting a practical framework for institutionally governed clinical agents.

Li Zhang, G. Wölflein, Dyke Ferber et al. · 1 citation

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