Selective Classification for Deep Neural Networks

23 May 2017

Papers citing "Selective Classification for Deep Neural Networks"

50 / 321 papers shown

Title
Selective Explanations Lucas Monteiro Paes Dennis L. Wei Flavio du Pin Calmon FAtt 38 0 0 29 May 2024
A Causal Framework for Evaluating Deferring Systems Filippo Palomba Andrea Pugnana Jose M. Alvarez Salvatore Ruggieri CML 59 3 0 29 May 2024
Rejection via Learning Density Ratios Alexander Soen Hisham Husain Philip Schulz Vu-Linh Nguyen 63 2 0 29 May 2024
Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words? G. Yona Roee Aharoni Mor Geva HILM 49 17 0 27 May 2024
Hierarchical Selective Classification Shani Goren Ido Galil Ran El-Yaniv BDL 67 1 0 19 May 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 48 18 0 16 May 2024
Can we Defend Against the Unknown? An Empirical Study About Threshold Selection for Neural Network Monitoring Khoi Tran Dang Kevin Delmas Jérémie Guiochet Joris Guérin 48 1 0 14 May 2024
Selective Classification Under Distribution Shifts Hengyue Liang Le Peng Ju Sun UQCV 45 2 0 08 May 2024
Cost-Sensitive Uncertainty-Based Failure Recognition for Object Detection Moussa Kassem Sbeyti Michelle Karg Christian Wirth Nadja Klein S. Albayrak UQCV 34 1 0 26 Apr 2024
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling Harit Vishwakarma Reid Chen Chen Sui Jiet Tay Satya Sai Srinath Namburi Frederic Sala Ramya Korlakai Vinayak 43 2 0 24 Apr 2024
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations Christian Tomani Kamalika Chaudhuri Ivan Evtimov Daniel Cremers Mark Ibrahim 59 10 0 16 Apr 2024
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering Zaid Khan Yun Fu AAML 39 8 0 16 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 60 6 0 12 Apr 2024
Mitigating LLM Hallucinations via Conformal Abstention Yasin Abbasi-Yadkori Ilja Kuzborskij David Stutz András György Adam Fisch ... Wei-Hung Weng Yao-Yuan Yang Csaba Szepesvári A. Cemgil Nenad Tomašev HILM 49 12 0 04 Apr 2024
Selective Temporal Knowledge Graph Reasoning Zhongni Hou Xiaolong Jin Zixuan Li Long Bai Jiafeng Guo Xueqi Cheng 43 0 0 02 Apr 2024
LUQ: Long-text Uncertainty Quantification for LLMs Caiqi Zhang Fangyu Liu Marco Basaldella Nigel Collier HILM 58 25 0 29 Mar 2024
Few-Shot Recalibration of Language Models Xiang Lisa Li Urvashi Khandelwal Kelvin Guu 49 5 0 27 Mar 2024
SCOD: From Heuristics to Theory Vojtech Franc Jakub Paplhám D. Prusa 34 2 0 25 Mar 2024
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?) Paul Novello Joseba Dalmau Léo Andéol OODD 37 2 0 18 Mar 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction Fei Zhu Xu-Yao Zhang Zhen Cheng Cheng-Lin Liu UQCV 57 10 0 05 Mar 2024
SURE: SUrvey REcipes for building reliable and robust deep networks Yuting Li Yingyi Chen Xuanlong Yu Dexiong Chen Xi Shen UQCV OOD 43 4 0 01 Mar 2024
Conformalized Selective Regression Anna Sokol Nuno Moniz Nitesh Chawla 38 1 0 26 Feb 2024
Selective "Selective Prediction": Reducing Unnecessary Abstention in Vision-Language Reasoning Tejas Srinivasan Jack Hessel Tanmay Gupta Bill Yuchen Lin Yejin Choi Jesse Thomason Khyathi Raghavi Chandu 32 7 0 23 Feb 2024
Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism Hippolyte Gisserot-Boukhlef Manuel Faysse Emmanuel Malherbe C´eline Hudelot Pierre Colombo 38 2 0 20 Feb 2024
AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition Zhaorun Chen Zhuokai Zhao Zhihong Zhu Ruiqi Zhang Xiang Li Bhiksha Raj Huaxiu Yao LRM 30 25 0 18 Feb 2024
Predictive Uncertainty Quantification via Risk Decompositions for Strictly Proper Scoring Rules Nikita Kotelevskii Maxim Panov PER UQCV UD 42 5 0 16 Feb 2024
Selective Prediction for Semantic Segmentation using Post-Hoc Confidence Estimation and Its Performance under Distribution Shift Bruno Laboissiere Camargos Borges Bruno Machado Pacheco Danilo Silva 22 0 0 16 Feb 2024
Selective Learning: Towards Robust Calibration with Dynamic Regularization Zongbo Han Yifeng Yang Changqing Zhang Linjun Zhang Qiufeng Wang Qinghua Hu 29 4 0 13 Feb 2024
Uncertainty Quantification via Stable Distribution Propagation Felix Petersen Aashwin Mishra Hilde Kuehne Christian Borgelt Oliver Deussen Mikhail Yurochkin UQCV 48 5 0 13 Feb 2024
Inherent Diverse Redundant Safety Mechanisms for AI-based Software Elements in Automotive Applications Mandar Pitale Alireza Abbaspour Devesh Upadhyay 48 4 0 13 Feb 2024
Through the Lens of Split Vote: Exploring Disagreement, Difficulty and Calibration in Legal Case Outcome Classification Shanshan Xu Santosh T.Y.S.S O. Ichim Barbara Plank Matthias Grabmair 43 4 0 11 Feb 2024
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems Clara Punzi Roberto Pellungrini Mattia Setzu F. Giannotti D. Pedreschi 25 5 0 09 Feb 2024
Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes Yingyi Chen Qinghua Tao F. Tonin Johan A. K. Suykens 27 1 0 02 Feb 2024
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers G. Yona Roee Aharoni Mor Geva ELM 49 11 0 09 Jan 2024
Uncertainty Quantification on Clinical Trial Outcome Prediction Tianyi Chen Yingzhou Lu Nan Hao Capucine Van Rechem Jintai Chen Tianfan Fu 30 21 0 07 Jan 2024
Towards Context-Aware Domain Generalization: Understanding the Benefits and Limits of Marginal Transfer Learning Jens Müller Lars Kühmichel Martin Rohbeck Stefan T. Radev Ullrich Kothe OOD 44 0 0 15 Dec 2023
Uncertainty-aware Language Modeling for Selective Question Answering Qi Yang Shreya Ravikumar F. Schmitt-Ulms S. Lolla Ege Demir ... Sadhana Lolla Elaheh Ahmadi Daniela Rus Alexander Amini Alejandro Perez 20 7 0 26 Nov 2023
Model Agnostic Explainable Selective Regression via Uncertainty Estimation Andrea Pugnana Carlos Mougan Dan Saattrup Nielsen 49 0 0 15 Nov 2023
Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation Vaishnavi Shrivastava Percy Liang Ananya Kumar 28 28 0 15 Nov 2023
Regression with Cost-based Rejection Xin Cheng Yuzhou Cao Haobo Wang Hongxin Wei Bo An Lei Feng OOD 50 7 0 08 Nov 2023
Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms Anqi Mao M. Mohri Yutao Zhong 42 24 0 23 Oct 2023
Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs Jiefeng Chen Jinsung Yoon Sayna Ebrahimi Sercan O. Arik Tomas Pfister Somesh Jha 33 31 0 18 Oct 2023
Fair Classifiers that Abstain without Harm Tongxin Yin Jean-François Ton Ruocheng Guo Yuanshun Yao Mingyan Liu Yang Liu 27 4 0 09 Oct 2023
Improving Vision Anomaly Detection with the Guidance of Language Modality Dong Chen Kaihang Pan Guoming Wang Yueting Zhuang Siliang Tang 30 3 0 04 Oct 2023
Fusing Models with Complementary Expertise Hongyi Wang Felipe Maia Polo Yuekai Sun Souvik Kundu Eric Xing Mikhail Yurochkin FedML MoMe 31 27 0 02 Oct 2023
Deep Neural Networks Tend To Extrapolate Predictably Katie Kang Amrith Rajagopal Setlur Claire Tomlin Sergey Levine 31 0 0 02 Oct 2023
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models Mert Yuksekgonul Varun Chandrasekaran Erik Jones Suriya Gunasekar Ranjita Naik Hamid Palangi Ece Kamar Besmira Nushi HILM 31 40 0 26 Sep 2023
Learning to Abstain From Uninformative Data Yikai Zhang Songzhu Zheng M. Dalirrooyfard Pengxiang Wu Anderson Schneider Anant Raj Yuriy Nevmyvaka Chao Chen 26 2 0 25 Sep 2023
Learning Point-wise Abstaining Penalty for Point Cloud Anomaly Detection Shaocong Xu Pengfei Li Xinyi Liu Qianpu Sun Yang Li ... Bo Jiang Rui Wang Kehua Sheng Bo Zhang Hao Zhao 3DPC 21 0 0 19 Sep 2023
Uncertainty Aware Training to Improve Deep Learning Model Calibration for Classification of Cardiac MR Images Tareen Dawood Chen Chen B. Sidhu B. Ruijsink J. Gould ... Vishal S. Mehta C. Rinaldi Esther Puyol-Antón Reza Razavi A. King OOD 30 10 0 29 Aug 2023