48 citations · 128 across the 12 of their papers we have counts for
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cs.CL2026
Trajectory-Guided Steering: Mitigating Spurious Feature Bias in Clinical Classification
Fardin Ahsan Sakib, Ziwei Zhu, Ozlem Uzuner
Large language models rely on spurious features in clinical classification: swapping a single gender token in clinical notes alters gender-irrelevant diagnoses in up to 53.5% of ca…
cs.CL2026
The Model Knows Better: Defending Medical Multi-Agent Systems Against Prompt Injection
Fardin Ahsan Sakib, Ziwei Zhu, Ozlem Uzuner
Medical multi-agent systems, in which LLM agents discuss a case, are increasingly studied for clinical decision support. Prompt injection, text that an attacker adds to a model's i…