Conformal Prediction for Deep Classifier via Label Ranking

10 October 2023

Papers citing "Conformal Prediction for Deep Classifier via Label Ranking"

29 / 29 papers shown

Title
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks Xuran Meng Yi Li BDL 25 0 0 12 Apr 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 36 3 0 04 Mar 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 97 4 0 21 Feb 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 77 1 0 17 Feb 2025
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 55 4 0 12 Oct 2024
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective Bo Ni Yu Wang Lu Cheng Erik Blasch Tyler Derr 21 1 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 40 2 0 09 Oct 2024
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification Kangdao Liu Tianhao Sun Hao Zeng Yongshan Zhang Chi-Man Pun Chi-Man Vong EDL 21 1 0 02 Sep 2024
Entropy Reweighted Conformal Classification Rui Luo Nicolo Colombo 18 6 0 24 Jul 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 20 9 0 14 Jul 2024
Trustworthy Classification through Rank-Based Conformal Prediction Sets Rui Luo Zhixin Zhou 18 12 0 05 Jul 2024
Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration Yuanjie Shi Subhankar Ghosh Taha Belkhouja J. Doppa Yan Yan 21 0 0 10 Jun 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 23 3 0 29 May 2024
Towards Human-AI Complementarity with Predictions Sets Giovanni De Toni Nastaran Okati Suhas Thejaswi Eleni Straitouri Manuel Gomez Rodriguez 28 5 0 27 May 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 21 2 0 23 May 2024
Safe Merging in Mixed Traffic with Confidence Heeseung Bang Aditya Dave Andreas A. Malikopoulos 28 5 0 09 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Jiayuan Su Jing Luo Hongwei Wang Lu Cheng 59 16 0 02 Mar 2024
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks Christian Moya Amirhossein Mollaali Zecheng Zhang Lu Lu Guang Lin UQCV 47 17 0 23 Feb 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 12 13 0 12 Jan 2024
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 74 55 0 16 Jun 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis Subhankar Ghosh Taha Belkhouja Yan Yan J. Doppa UQCV 30 16 0 19 Mar 2023
HappyMap: A Generalized Multi-calibration Method Zhun Deng Cynthia Dwork Linjun Zhang 61 17 0 08 Mar 2023
Prediction Sets for High-Dimensional Mixture of Experts Models Adel Javanmard S. Shao Jacob Bien 23 5 0 30 Oct 2022
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 27 24 0 01 Oct 2022
Conformal Prediction is Robust to Dispersive Label Noise Shai Feldman Bat-Sheva Einbinder Stephen Bates Anastasios Nikolas Angelopoulos Asaf Gendler Yaniv Romano 58 8 0 28 Sep 2022
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 176 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 173 184 0 07 Jan 2021
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 245 9,042 0 06 Jun 2015
Cross-conformal predictors V. Vovk 110 173 0 03 Aug 2012