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stat.ML2026
G-CARB: Graph-Localized Conformal Agent Risk Budget for Compositional Harm
Zijun Yu, Yu Gu, Vahid Partovi Nia +1
Small language model (SLM) agents need safety controls that track consequences across tool calls with little monitoring overhead. A private read, for example, becomes a leak when a…
stat.ML2026
Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning
Yu Gu, Zijun Yu, Vahid Partovi Nia +1
Chain-of-thought (CoT) reasoning with self-consistency improves performance by aggregating multiple sampled reasoning paths. In this setting, correctness is no longer tied to a sin…
stat.ML2026
Beyond Procedure: Substantive Fairness in Conformal Prediction
Pengqi Liu, Zijun Yu, Mouloud Belbahri +3
Conformal prediction (CP) offers distribution-free uncertainty quantification for machine learning models, yet its interplay with fairness in downstream decision-making remains und…