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conformal prediction

208 papers

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Also known as

ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation NIPS 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability NIPS 2023
Distribution Free Prediction Sets for Node Classification ICML 2023
Conformal Nucleus Sampling ACL 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis AAAI 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control ICML 2023
Principled Out-of-Distribution Detection via Multiple Testing JMLR 2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning AISTATS 2023
Optimizing Hyperparameters with Conformal Quantile Regression ICML 2023
Calibrated Multiple-Output Quantile Regression with Representation Learning JMLR 2023
Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation CVPR 2023
Conformal Off-Policy Prediction AISTATS 2023
Conformal Prediction with Missing Values ICML 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification ICML 2023
Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti’s Theorem for Markov Chains ICML 2023
Probabilistically robust conformal prediction UAI 2023
Conformal Risk Control for Ordinal Classification UAI 2023
Enhance Robustness of Machine Learning with Improved Efficiency AAAI 2023
Conformalization of Sparse Generalized Linear Models ICML 2023
Conformal Prediction Sets for Ordinal Classification NIPS 2023
Equal Opportunity of Coverage in Fair Regression NIPS 2023
CoDrug: Conformal Drug Property Prediction with Density Estimation under Covariate Shift NIPS 2023
Sequential Predictive Two-Sample and Independence Testing NIPS 2023
Distribution-Free Model-Agnostic Regression Calibration via Nonparametric Methods NIPS 2023