selective prediction

DEGRE: Dynamic Gating Ensembles for Trust-Aware Rejection in Medical Image Diagnostics AAAI 2026 Not Just How Much, But Where: Decomposing Epistemic Uncertainty into Per-Class Contributions UAI 2026 Set-based v.s. Distribution-based Representations of Epistemic Uncertainty: A Comparative Study UAI 2026 Towards Robust Human–AI Decision-Making via Learning-to-Defer AAAI 2026 Uncertainty Quantification for Machine Learning: One Size Does Not Fit All AAAI 2026 When Models Hesitate: Answer Instability as a Label-Free Uncertainty Signal for LLMs ACL 2026 Can VLMs Recall Factual Associations From Visual References? EMNLP 2025 FESTA: Functionally Equivalent Sampling for Trust Assessment of Multimodal LLMs EMNLP 2025 Fine-Tuning with Uncertainty-Aware Priors Makes Vision and Language Foundation Models More Reliable AISTATS 2025 UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation EMNLP 2025 Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering CVPR 2024 Rejection via Learning Density Ratios NeurIPS 2024 Selective Generation for Controllable Language Models NeurIPS 2024 Selectively Answering Visual Questions ACL 2024 Selective “Selective Prediction”: Reducing Unnecessary Abstention in Vision-Language Reasoning ACL 2024 The Craft of Selective Prediction: Towards Reliable Case Outcome Classification - An Empirical Study on European Court of Human Rights Cases EMNLP 2024 Uncertainty-Aware Mean Opinion Score Prediction Interspeech 2024 Uncertainty Quantification via Stable Distribution Propagation ICLR 2024 Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs EMNLP 2023 Beyond Confidence: Reliable Models Should Also Consider Atypicality NeurIPS 2023 Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? ACL 2023 Contrastive Novelty-Augmented Learning: Anticipating Outliers with Large Language Models ACL 2023 Getting MoRE out of Mixture of Language Model Reasoning Experts EMNLP 2023 Improving Selective Visual Question Answering by Learning From Your Peers CVPR 2023 Improving Zero-Shot Generalization and Robustness of Multi-Modal Models CVPR 2023