Author

Manpreet Singh

3 papers indexed here

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Preprint Sep 2026

Instability Floors: Separating Bias from Noise in Fairness Audits of Clinical LLM Agents with FairMedAgent

Counterfactual fairness audits of clinical language-model agents report a flip rate: how often an action changes when only the patient's demographic descriptor changes. Part of that rate is not demographic. A stochastic agent also changes its own action when nothing changes, and a flip rate cannot be interpreted withou...

Rohith Reddy Bellibatlu, Manpreet Singh, Deepak Parashar et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Same Patient, Different Order: Action-Level Reliability of Clinical LLM Agents Under Repeated Runs

It is established that action-level divergence exists and can pass unrecorded by the score, not that any rate generalises.

Rohith Reddy Bellibatlu, Manpreet Singh, Zhou-Tian Han et al. · 0 citations

#machine learning Preprint Sep 2026

Counterfactual Fairness Audits of Multi-Step Clinical LLM Agents Require a Measured Per-Action Instability Floor

Counterfactual audits are the standard tool for checking whether a clinical agent treats demographically distinct but clinically identical patients differently. They report a flip rate: how often an action changes when only the patient descriptor changes. We show that this quantity is uninterpretable on its own. Re-run...

Rohith Reddy Bellibatlu, Manpreet Singh, Deepak Parashar et al. · 0 citations