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On Calibration of Modern Neural Networks

International Conference on Machine Learning (ICML), 2017

14 June 2017

Papers citing "On Calibration of Modern Neural Networks"

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Title
RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Cheng Niu Yuanhao Wu Juno Zhu Siliang Xu Kashun Shum Randy Zhong Juntong Song Tong Zhang HILM 381 178 0 31 Dec 2023
ReliCD: A Reliable Cognitive Diagnosis Framework with Confidence AwarenessIndustrial Conference on Data Mining (IDM), 2023 Yunfei Zhang Chuan Qin Dazhong Shen Haiping Ma Le Zhang Xingyi Zhang Hengshu Zhu 236 11 0 29 Dec 2023
Generative Posterior Networks for Approximately Bayesian Epistemic Uncertainty Estimation Melrose Roderick Felix Berkenkamp Fatemeh Sheikholeslami Zico Kolter UQCV 113 0 0 29 Dec 2023
Jeffreys divergence-based regularization of neural network output distribution applied to speaker recognition Pierre-Michel Bousquet Mickael Rouvier UQCV 97 2 0 28 Dec 2023
An extended asymmetric sigmoid with Perceptron (SIGTRON) for imbalanced linear classification Hyenkyun Woo 321 0 0 26 Dec 2023
Survival Analysis with Adversarial Regularization Owen Howell Stefano Maxenti Michael Everett AAML 449 0 0 26 Dec 2023
Robust Knowledge Extraction from Large Language Models using Social Choice Theory Nico Potyka Yuqicheng Zhu Yunjie He Evgeny Kharlamov Steffen Staab 160 6 0 22 Dec 2023
Density Uncertainty Quantification with NeRF-Ensembles: Impact of Data and Scene Constraints M. Jäger Steven Landgraf B. Jutzi 215 3 0 22 Dec 2023
Unveiling Backbone Effects in CLIP: Exploring Representational Synergies and Variances Cristian Rodriguez-Opazo Edison Marrese-Taylor Ehsan Abbasnejad Hamed Damirchi Ignacio M. Jara Felipe Bravo-Marquez Anton Van Den Hengel VLM 153 1 0 22 Dec 2023
GROOD: GRadient-Aware Out-of-Distribution Detection Mostafa ElAraby Sabyasachi Sahoo Y. Pequignot Paul Novello Liam Paull 249 0 0 22 Dec 2023
Large Language Models are Miscalibrated In-Context Learners Chengzu Li Han Zhou Goran Glavaš Anna Korhonen Ivan Vulić 196 11 0 21 Dec 2023
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering Haili Ye Xiaoqing Zhang Yan Hu Huazhu Fu Jiang-Dong Liu 226 12 0 20 Dec 2023
Response Enhanced Semi-supervised Dialogue Query Generation Jianheng Huang Ante Wang Linfeng Gao Linfeng Song Jinsong Su RALM 164 5 0 20 Dec 2023
SimCalib: Graph Neural Network Calibration based on Similarity between Nodes Boshi Tang Zhiyong Wu Xixin Wu Qiaochu Huang Jun Chen Shunwei Lei Helen M. Meng 181 13 0 19 Dec 2023
Scaling Up Bayesian Neural Networks with Neural Networks Zahra Moslemi Yang Meng Shiwei Lan Babak Shahbaba BDL 194 3 0 19 Dec 2023
Uncertainty-based Fairness Measures Selim Kuzucu Jiaee Cheong Hatice Gunes Sinan Kalkan UD PER 224 1 0 18 Dec 2023
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any Language Jan Drchal Herbert Ullrich Tomás Mlynár Václav Moravec HILM 315 5 0 15 Dec 2023
On the calibration of neural networks for histological slide-level classification Alexander Kurz H. A. Mehrtens Tabea-Clara Bucher T. Brinker UQCV MedIm 162 0 0 15 Dec 2023
Bayesian Estimate of Mean Proper Scores for Diversity-Enhanced Active LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Wei Tan Lan Du Wray Buntine 176 10 0 15 Dec 2023
Self-Evaluation Improves Selective Generation in Large Language Models Jie Jessie Ren Yao-Min Zhao Tu Vu Peter J. Liu Balaji Lakshminarayanan ELM 317 61 0 14 Dec 2023
Reliability in Semantic Segmentation: Can We Use Synthetic Data?European Conference on Computer Vision (ECCV), 2023 Thibaut Loiseau Tuan-Hung Vu Mickaël Chen Patrick Pérez Matthieu Cord UQCV 265 22 0 14 Dec 2023
Consistent and Asymptotically Unbiased Estimation of Proper Calibration ErrorsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Teodora Popordanoska Sebastian G. Gruber A. Tiulpin Florian Buettner Matthew B. Blaschko 265 6 0 14 Dec 2023
Estimating calibration error under label shift without labels Teodora Popordanoska Gorjan Radevski Tinne Tuytelaars Matthew B. Blaschko 156 2 0 14 Dec 2023
Meta-learning to Calibrate Gaussian Processes with Deep Kernels for Regression Uncertainty Estimation Tomoharu Iwata Atsutoshi Kumagai BDL UQCV 220 3 0 13 Dec 2023
Artificial Intelligence for Digital and Computational PathologyNature Reviews Bioengineering (Nat Rev Bioeng), 2023 Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 213 240 0 13 Dec 2023
An Invitation to Deep Reinforcement Learning Bernhard Jaeger Andreas Geiger OffRL OOD 446 8 0 13 Dec 2023
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification Jamil Fayyad Shadi Alijani Homayoun Najjaran OOD 404 15 0 12 Dec 2023
On Diversified Preferences of Large Language Model AlignmentConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Dun Zeng Yong Dai Pengyu Cheng Longyue Wang Tianhao Hu Wanshun Chen Nan Du Zenglin Xu ALM 316 20 0 12 Dec 2023
Beyond Classification: Definition and Density-based Estimation of Calibration in Object Detection Teodora Popordanoska A. Tiulpin Matthew B. Blaschko 257 8 0 11 Dec 2023
AUGCAL: Improving Sim2Real Adaptation by Uncertainty Calibration on Augmented Synthetic Images Prithvijit Chattopadhyay Bharat Goyal B. Ecsedi Viraj Prabhu Judy Hoffman 235 2 0 11 Dec 2023
Conformal Prediction in Multi-User Settings: An Evaluation Enrique Garcia-Ceja Luciano Garcia-Banuelos Nicolas Jourdan 134 1 0 08 Dec 2023
RoAST: Robustifying Language Models via Adversarial Perturbation with Selective Training Jaehyung Kim Yuning Mao Rui Hou Hanchao Yu Davis Liang Pascale Fung Qifan Wang Fuli Feng Lifu Huang Madian Khabsa AAML 225 4 0 07 Dec 2023
A Study on the Calibration of In-context Learning Hanlin Zhang Yi-Fan Zhang Yaodong Yu Dhruv Madeka Dean Phillips Foster Eric Xing Hima Lakkaraju Sham Kakade 538 22 0 07 Dec 2023
Diffence: Fencing Membership Privacy With Diffusion Models Yuefeng Peng Ali Naseh Amir Houmansadr AAML 281 4 0 07 Dec 2023
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research Shiro Takagi 200 1 0 06 Dec 2023
Data-Centric Digital Agriculture: A Perspective R. Roscher Lukas Roth C. Stachniss Achim Walter 192 5 0 06 Dec 2023
Bootstrap Your Own Variance Polina Turishcheva Jason Ramapuram Sinead Williamson Dan Busbridge Eeshan Gunesh Dhekane Russ Webb UQCV 179 1 0 06 Dec 2023
MIND: Multi-Task Incremental Network DistillationAAAI Conference on Artificial Intelligence (AAAI), 2023 Jacopo Bonato Francesco Pelosin Luigi Sabetta Alessandro Nicolosi CLL 268 14 0 05 Dec 2023
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault DiagnosisItalian National Conference on Sensors (INS), 2023 Florent Forest Olga Fink 212 3 0 05 Dec 2023
PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty AwarenessComputer Vision and Pattern Recognition (CVPR), 2023 Anh-Quan Cao Angela Dai Raoul de Charette UQCV 229 35 0 04 Dec 2023
ImbaGCD: Imbalanced Generalized Category Discovery Ziyun Li Ben Dai Furkan Simsek Christoph Meinel Haojin Yang 187 5 0 04 Dec 2023
Generalized Categories Discovery for Long-tailed Recognition Ziyun Li Christoph Meinel Haojin Yang 220 5 0 04 Dec 2023
Learning to Compose SuperWeights for Neural Parameter Allocation SearchIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Piotr Teterwak Soren Nelson Nikoli Dryden D. Bashkirova Kate Saenko Bryan A. Plummer 248 3 0 03 Dec 2023
DifAugGAN: A Practical Diffusion-style Data Augmentation for GAN-based Single Image Super-resolution Axi Niu Kang Zhang Joshua Tian Jin Tee T. Pham Jinqiu Sun Chang D. Yoo In So Kweon Yanning Zhang DiffM 200 1 0 30 Nov 2023
Zero-shot Retrieval: Augmenting Pre-trained Models with Search Engines Hamed Damirchi Cristian Rodriguez-Opazo Ehsan Abbasnejad Damien Teney Javen Qinfeng Shi Stephen Gould Anton Van Den Hengel VLM 211 0 0 29 Nov 2023
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond Jacob R. Epifano Stephen Glass Ravichandran Ramachandran Sharad Patel A. Masino Ghulam Rasool 120 0 0 28 Nov 2023
On the Calibration of Human Pose Estimation Kerui Gu Rongyu Chen Angela Yao 255 9 0 28 Nov 2023
I-MedSAM: Implicit Medical Image Segmentation with Segment AnythingEuropean Conference on Computer Vision (ECCV), 2023 Xiaobao Wei Jiajun Cao Yizhu Jin Ming Lu Guangyu Wang Shanghang Zhang VLM 231 24 0 28 Nov 2023
From Reactive to Proactive Volatility Modeling with Hemisphere Neural NetworksSocial Science Research Network (SSRN), 2023 Philippe Goulet Coulombe Mikael Frenette Karin Klieber 193 3 0 27 Nov 2023
The Battleship Approach to the Low Resource Entity Matching Problem Bar Genossar Avigdor Gal Roee Shraga 138 6 0 27 Nov 2023