conftrace_

abstention learning

6 papers

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Co-occurring keywords

consistency guarantee (12) selective prediction (43) surrogate loss (94) multi-class classification (280) out-of-distribution detection (617) hallucination mitigation (320) density ratio (30) alpha divergence (13) score-based prediction (1) two-stage algorithm (1)

Papers

Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025

Rejection via Learning Density Ratios NIPS 2024

Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention AISTATS 2024

Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms ALT 2024

Improving Selective Visual Question Answering by Learning From Your Peers CVPR 2023

Learning with Labeling Induced Abstentions NIPS 2021