"high-stakes applications" Papers

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Do LLMs estimate uncertainty well in instruction-following?

Juyeon Heo, Miao Xiong, Christina Heinze-Deml et al.

ICLR 2025posterarXiv:2410.14582
13
citations

Risk-Averse Constrained Reinforcement Learning with Optimized Certainty Equivalents

Jane Lee, Baturay Saglam, Spyridon Pougkakiotis et al.

NeurIPS 2025posterarXiv:2510.20199

Uncertainty Estimation by Flexible Evidential Deep Learning

Taeseong Yoon, Heeyoung Kim

NeurIPS 2025posterarXiv:2510.18322

Confidence-aware Contrastive Learning for Selective Classification

Yu-Chang Wu, Shen-Huan Lyu, Haopu Shang et al.

ICML 2024poster