Probabilistic Conformal Prediction Using Conditional Random Samples

Probabilistic Conformal Prediction Using Conditional Random Samples

14 June 2022

Mingyuan Zhou

Papers citing "Probabilistic Conformal Prediction Using Conditional Random Samples"

18 / 18 papers shown

Title
Assumption-free fidelity bounds for hardware noise characterization Nicolo Colombo 25 0 0 09 Apr 2025
Computing High-dimensional Confidence Sets for Arbitrary Distributions Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 43 0 0 03 Apr 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 47 3 0 04 Mar 2025
Rectifying Conformity Scores for Better Conditional Coverage Vincent Plassier Alexander Fishkov V. Dheur Mohsen Guizani Souhaib Ben Taieb Maxim Panov Eric Moulines 56 0 0 22 Feb 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 64 3 0 05 Feb 2025
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering Kemal Kurniawan Bernhard Schölkopf Michael Muehlebach 32 0 0 02 Oct 2024
Adjusting Regression Models for Conditional Uncertainty Calibration Ruijiang Gao Mingzhang Yin James McInerney Nathan Kallus 28 0 0 26 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 67 14 0 31 Aug 2024
Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference Hengrui Cai Huaqing Jin Lexin Li 34 1 0 02 Aug 2024
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates Renukanandan Tumu Matthew Cleaveland Rahul Mangharam George J. Pappas Lars Lindemann 28 2 0 12 Dec 2023
Conformalized Deep Splines for Optimal and Efficient Prediction Sets N. Diamant Ehsan Hajiramezanali Tommaso Biancalani Gabriele Scalia 16 3 0 01 Nov 2023
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control Matteo Zecchin Sangwoo Park Osvaldo Simeone 33 15 0 16 Oct 2023
Conformal Contextual Robust Optimization Yash P. Patel Sahana Rayan Ambuj Tewari 37 15 0 16 Oct 2023
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng Osvaldo Simeone FedML 33 8 0 08 Aug 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 24 9 0 06 Apr 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 32 6 0 15 Dec 2022
Loss Functions for Discrete Contextual Pricing with Observational Data Max Biggs Ruijiang Gao Wei-Ju Sun 31 10 0 18 Nov 2021
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 58 66 0 18 May 2021