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calibration

36 papers

Papers

AdaPrior: Bayesian-Inspired Adaptive Prior Correction for Long-Tailed Continual Learning CVPR 2026 Algorithms with Calibrated Machine Learning Predictions ICML 2025 BEVCalib: LiDAR-Camera Calibration via Geometry-Guided Bird’s-Eye View Representation CoRL 2025 Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents ICML 2025 Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction ICML 2025 Learning With Multi-Group Guarantees For Clusterable Subpopulations ICML 2025 Model Uncertainty Quantification by Conformal Prediction in Continual Learning ICML 2025 On Temperature Scaling and Conformal Prediction of Deep Classifiers ICML 2025 Orthogonal Causal Calibration (Extended Abstract) COLT 2025 PAC-Bayes Analysis for Recalibration in Classification ICML 2025 Pointwise Information Measures as Confidence Estimators in Deep Neural Networks: A Comparative Study ICML 2025 Restoring Calibration for Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach ICML 2025 SAVOR: Skill Affordance Learning from Visuo-Haptic Perception for Robot-Assisted Bite Acquisition CoRL 2025 SmartCal: A Novel Automated Approach to Classifier Probability Calibration AutoML 2025 Uncertainty-Aware Scene Understanding via Efficient Sampling-Free Confidence Estimation CoRL 2025 Unlocking Post-hoc Dataset Inference with Synthetic Data ICML 2025 An Empirical Study Into What Matters for Calibrating Vision-Language Models ICML 2024 Conformalized Survival Distributions: A Generic Post-Process to Increase Calibration ICML 2024 Decoupling Feature Extraction and Classification Layers for Calibrated Neural Networks ICML 2024 Experts Don’t Cheat: Learning What You Don’t Know By Predicting Pairs ICML 2024 FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler ICML 2024 How Flawed Is ECE? An Analysis via Logit Smoothing ICML 2024 Linguistic Calibration of Long-Form Generations ICML 2024 Multicalibration for Confidence Scoring in LLMs ICML 2024 On the Calibration of Human Pose Estimation ICML 2024