conftrace_

coverage guarantee

26 papers

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conformal prediction (215) uncertainty quantification (1393) prediction set (57) predictive inference (13) prediction interval (67) large language model (13587) uncertainty estimation (648) confidence set (26) generative model (2892) distribution shift (722)

Papers

Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026
Clinical Measurements with Calibrated Instance-Dependent Confidence Interval MIDL 2025
Risk Controlled Image Retrieval AAAI 2025
Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025
Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks JMLR 2025
Conformal Prediction for Partial Label Learning AAAI 2025
Conformalized Interval Arithmetic with Symmetric Calibration AAAI 2025
Robust Conformal Prediction Using Privileged Information NIPS 2024
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees EMNLP 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024
Label Noise Robustness of Conformal Prediction JMLR 2024
Conformal Contextual Robust Optimization AISTATS 2024
Conformal Autoregressive Generation: Beam Search with Coverage Guarantees AAAI 2024
Predictive Inference with Weak Supervision JMLR 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift NIPS 2024
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data AAAI 2024
One-Shot Federated Conformal Prediction ICML 2023
Conformalized Unconditional Quantile Regression AISTATS 2023
Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023
Probabilistic Conformal Prediction Using Conditional Random Samples AISTATS 2023
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction NIPS 2023
Data-Driven Conditional Robust Optimization NIPS 2022
Practical Adversarial Multivalid Conformal Prediction NIPS 2022
Conformal Predictor for Improving Zero-Shot Text Classification Efficiency EMNLP 2022
Stable Conformal Prediction Sets ICML 2022