conformal prediction

The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs EACL 2026 Time-aware Motion Planning in Dynamic Environments with Conformal Prediction L4DC 2026 Transfer Conformal Predictive Inference for Regression JMLR 2026 TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026 Universality of conformal prediction under the assumption of randomness ALT 2026 Valid and Efficient Uncertainty Quantification for Federated Joint Shift UAI 2026 When Does Model Multiplicity Affect Prediction Intervals? A Sharp Phase Transition UAI 2026 When Environments Shift: Safe Planning with Generative Priors and Robust Conformal Prediction L4DC 2026 A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates ACL 2025 Adapting Prediction Sets to Distribution Shifts Without Labels UAI 2025 A Generic Framework for Conformal Fairness ICLR 2025 Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025 A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems ICML 2025 Approximating Full Conformal Prediction for Neural Network Regression with Gauss-Newton Influence ICLR 2025 Are you sure? Measuring models bias in content moderation through uncertainty EMNLP 2025 A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal Regression ICML 2025 Automatically Adaptive Conformal Risk Control AISTATS 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025 Building Conformal Prediction Intervals with Approximate Message Passing UAI 2025 Can Transformers Do Enumerative Geometry? ICLR 2025 Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies RSS 2025 CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025 CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs ACML 2025 CBMA: Improving Conformal Prediction through Bayesian Model Averaging ICLR 2025 Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025