Author

Li Zhang

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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.

Autonomous clinical artificial intelligence (AI) agents powered by large language models (LLMs), meaning systems that can complete a diagnostic workflow without continuous human input, are increasingly capable of supporting complex reasoning and decision-making. Clinical translation, however, remains limited by two unm...

Li Zhang, G. Wölflein, Dyke Ferber et al. · Nature Medicine · 0 citations