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abstention learning

7 papers

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Co-occurring keywords · papers mentioning both

consistency guarantee (2) selective prediction (2) surrogate loss (2) multi-class classification (2) out-of-distribution detection (1) hallucination mitigation (1) density ratio (1) alpha divergence (1) score-based prediction (1) two-stage algorithm (1)

Papers

Distribution-Free Sequential Prediction with Abstentions COLT 2026 Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025 Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms ALT 2024 Rejection via Learning Density Ratios NeurIPS 2024 Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention AISTATS 2024 Improving Selective Visual Question Answering by Learning From Your Peers CVPR 2023 Learning with Labeling Induced Abstentions NeurIPS 2021