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model uncertainty

103 papers

Papers

Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Explaining Sources of Uncertainty in Automated Fact-Checking ACL 2026 Online Robust Planning Under Model Uncertainty: A Sample-Based Approach AAAI 2026 Planning with Uncertain Action Models AAAI 2026 Robust Constrained Markov Games: Multi-Agent Decision-Making under Model Uncertainty and Constraints UAI 2026 Robust Weighted Triangulation of Causal Effects Under Model Uncertainty UAI 2026 Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement Learning ICLR 2025 Can Model Uncertainty Function as a Proxy for Multiple-Choice Question Item Difficulty? COLING 2025 Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling ICLR 2025 Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability ICML 2025 Exploring Working Memory Capacity in LLMs: From Stressors to Human-Inspired Strategies IJCNLP 2025 FIVA: Federated Inverse Variance Averaging for Universal CT Segmentation with Uncertainty Estimation MLHC 2025 Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution’s Characteristics ACL 2025 Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs ICML 2025 Learning Safe Control via On-the-Fly Bandit Exploration ICML 2025 Learning to Steer Markovian Agents under Model Uncertainty ICLR 2025 Leveraging NTPs for Efficient Hallucination Detection in VLMs AACL 2025 MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty NAACL 2025 Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025 Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning JMLR 2025 PatchFinder: Leveraging Visual Language Models for Accurate Information Retrieval using Model Uncertainty WACV 2025 Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems IJCAI 2025 Steering No-Regret Agents in MFGs under Model Uncertainty AISTATS 2025 Towards Multi-Perspective NLP Systems: A Thesis Proposal ACL 2025 Variation Due to Regularization Tractably Recovers Bayesian Deep Learning Uncertainty AISTATS 2025