Conformal Prediction: A Data Perspective

9 October 2024

Papers citing "Conformal Prediction: A Data Perspective"

50 / 139 papers shown

Title
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts Shadi Alijani Homayoun Najjaran 137 0 0 26 May 2025
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction Hui Ma Kai Yang AI4TS 415 3 0 26 May 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 193 0 0 24 Apr 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 266 4 0 21 Feb 2025
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy Deshmukh 685 17 0 31 Aug 2024
Conformalized Link Prediction on Graph Neural Networks Tianyi Zhao Jian Kang Lu Cheng 191 8 0 26 Jun 2024
Conformal time series decomposition with component-wise exchangeability Derck W. E. Prinzhorn Thijmen Nijdam Putri A. van der Linden Alexander Timans 171 2 0 24 Jun 2024
Transformer Conformal Prediction for Time Series Junghwan Lee Chen Xu Yao Xie AI4TS 141 4 0 08 Jun 2024
CONFINE: Conformal Prediction for Interpretable Neural Networks Linhui Huang S. Lala N. Jha 238 2 0 01 Jun 2024
Kernel-based Optimally Weighted Conformal Prediction Intervals Jonghyeok Lee Chen Xu Yao Xie 188 4 0 27 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 188 1 0 22 May 2024
Conformal Counterfactual Inference under Hidden Confounding Zonghao Chen Ruocheng Guo Jean-François Ton Yang Liu CML OffRL 190 3 0 20 May 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 203 22 0 16 May 2024
Multi-Source Conformal Inference Under Distribution Shift Yi Liu Alexander W. Levis Sharon-Lise T. Normand Larry Han OOD 196 8 0 15 May 2024
Conformal Online Auction Design Jiale Han Xiaowu Dai 151 2 0 11 May 2024
Informativeness of Weighted Conformal Prediction Mufang Ying Wenge Guo K. Khamaru Ying Hung 150 2 0 10 May 2024
A Conformal Prediction Score that is Robust to Label Noise Coby Penso Jacob Goldberger 158 6 0 04 May 2024
Conformal Prediction for Natural Language Processing: A Survey Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 203 16 0 03 May 2024
Conformalized Tensor Completion with Riemannian Optimization Hu Sun Yang Chen 166 2 0 01 May 2024
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 163 6 0 01 May 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 167 15 0 16 Apr 2024
FDR control and FDP bounds for conformal link prediction Gilles Blanchard Guillermo Durand Ariane Marandon-Carlhian Romain Périer 141 3 0 03 Apr 2024
Conformal prediction for multi-dimensional time series by ellipsoidal sets Chen Xu Hanyang Jiang Yao Xie 151 20 0 06 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Jiayuan Su Jing Luo Hongwei Wang Lu Cheng 206 23 0 02 Mar 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 187 47 0 15 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 154 9 0 07 Feb 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Yue Liu 214 22 0 05 Feb 2024
Online conformal prediction with decaying step sizes Anastasios Nikolas Angelopoulos Rina Foygel Barber Stephen Bates 187 24 0 02 Feb 2024
Non-Exchangeable Conformal Language Generation with Nearest Neighbors Dennis Ulmer Chrysoula Zerva André F. T. Martins 185 13 0 01 Feb 2024
Conformal Prediction Sets Improve Human Decision Making Jesse C. Cresswell Yi Sui Bhargava Kumar Noël Vouitsis 170 19 0 24 Jan 2024
Benchmarking LLMs via Uncertainty Quantification Fanghua Ye Mingming Yang Jianhui Pang Longyue Wang Derek F. Wong Emine Yilmaz Shuming Shi Zhaopeng Tu ELM 206 55 0 23 Jan 2024
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes Victor Dheur T. Bosser Rafael Izbicki Souhaib Ben Taieb AI4TS 168 6 0 09 Jan 2024
Reliable Prediction Intervals with Regression Neural Networks Harris Papadopoulos H. Haralambous 388 111 0 15 Dec 2023
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels L. Maltoudoglou A. Paisios Ladislav Lenc J. Martínek Pavel Král Harris Papadopoulos 160 42 0 14 Dec 2023
AdaptiveConformal: An R Package for Adaptive Conformal Inference Herbert Susmann Antoine Chambaz Julie Josse 143 1 0 01 Dec 2023
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms J. Brunekreef Eric Marcus Ray Sheombarsing Jan-Jakob Sonke Jonas Teuwen 159 7 0 20 Nov 2023
Equal Opportunity of Coverage in Fair Regression Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 165 16 0 03 Nov 2023
Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data Shiladitya Dutta Hongbo Wei L. Laan Ahmed Alaa 195 6 0 15 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 190 24 0 10 Oct 2023
Non-Exchangeable Conformal Risk Control António Farinhas Chrysoula Zerva Dennis Ulmer André F. T. Martins 176 10 0 02 Oct 2023
Reliability-based cleaning of noisy training labels with inductive conformal prediction in multi-modal biomedical data mining Xianghao Zhan Qinmei Xu Yuanning Zheng Guangming Lu Olivier Gevaert 172 2 0 13 Sep 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 189 14 0 10 Sep 2023
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects Ahmed Alaa Zaid Ahmad Mark van der Laan CML 166 16 0 28 Aug 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes Robert Tibshirani AI4TS 198 63 0 31 Jul 2023
Probabilistically robust conformal prediction Subhankar Ghosh Yuanjie Shi Taha Belkhouja Yan Yan J. Doppa Brian Jones AAML 153 19 0 31 Jul 2023
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction Shuo Li Sangdon Park Insup Lee Osbert Bastani RALM HILM 145 11 0 07 Jul 2023
Conformal link prediction for false discovery rate control Ariane Marandon 151 9 0 26 Jun 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 209 64 0 16 Jun 2023
Class-Conditional Conformal Prediction with Many Classes Tiffany Ding Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan Robert Tibshirani 151 48 0 15 Jun 2023
Integrating Uncertainty Awareness into Conformalized Quantile Regression Raphael Rossellini Rina Foygel Barber Rebecca Willett 166 9 0 14 Jun 2023