On Calibration of Modern Neural Networks

14 June 2017

Papers citing "On Calibration of Modern Neural Networks"

50 / 1,084 papers shown

Title
A Theoretical and Practical Framework for Evaluating Uncertainty Calibration in Object Detection Pedro Conde Rui L. Lopes C. Premebida UQCV 13 1 0 01 Sep 2023
Uncovering the Hidden Cost of Model Compression Diganta Misra Muawiz Chaudhary Agam Goyal Bharat Runwal Pin-Yu Chen VLM 33 0 0 29 Aug 2023
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER Guanting Dong Zechen Wang Jinxu Zhao Gang Zhao Daichi Guo ... Keqing He Xuefeng Li Liwen Wang Xinyue Cui Weiran Xu 37 19 0 28 Aug 2023
Are Existing Out-Of-Distribution Techniques Suitable for Network Intrusion Detection? Andrea Corsini S. Yang OODD AAML 23 7 0 28 Aug 2023
Distributionally Robust Statistical Verification with Imprecise Neural Networks Souradeep Dutta Michele Caprio Vivian Lin Matthew Cleaveland Kuk Jin Jang I. Ruchkin O. Sokolsky Insup Lee OOD AAML 49 7 0 28 Aug 2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 56 5 0 22 Aug 2023
MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins Tiberiu Sosea Cornelia Caragea 14 12 0 17 Aug 2023
GRU-D-Weibull: A Novel Real-Time Individualized Endpoint Prediction Xiaoyang Ruan Liwei Wang C. Thongprayoon W. Cheungpasitporn Hongfang Liu OOD 15 2 0 14 Aug 2023
Uncertainty Quantification for Image-based Traffic Prediction across Cities Alexander Timans Nina Wiedemann Nishant Kumar Ye Hong Martin Raubal 18 1 0 11 Aug 2023
Trusting Language Models in Education J. Neto Li-Ming Deng Thejaswi Raya Reza Shahbazi Nick Liu Adhitya Venkatesh Miral Shah Neeru Khosla Rodrigo Guido 19 0 0 07 Aug 2023
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation M. Woodland Nihil Patel Mais Al Taie J. Yung Tucker Netherton Ankit B. Patel Kristy K. Brock OOD 30 6 0 07 Aug 2023
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker UQCV 13 6 0 04 Aug 2023
Shape Completion with Prediction of Uncertain Regions Matthias Humt Dominik Winkelbauer Ulrich Hillenbrand 19 4 0 01 Aug 2023
Model Calibration in Dense Classification with Adaptive Label Perturbation Jiawei Liu Changkun Ye Shanpeng Wang Rui-Qing Cui Jing Zhang Kai Zhang Nick Barnes 47 5 0 25 Jul 2023
Rethinking Data Distillation: Do Not Overlook Calibration Dongyao Zhu Bowen Lei Jie M. Zhang Yanbo Fang Ruqi Zhang Yiqun Xie Dongkuan Xu DD FedML 23 15 0 24 Jul 2023
U-CE: Uncertainty-aware Cross-Entropy for Semantic Segmentation S. Landgraf Markus Hillemann Kira Wursthorn Markus Ulrich SSeg UQCV 26 6 0 19 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration Hiroki Naganuma Ryuichiro Hataya Kotaro Yoshida Ioannis Mitliagkas OODD 92 1 0 17 Jul 2023
Boundary-weighted logit consistency improves calibration of segmentation networks Neerav Karani Neel Dey Polina Golland 19 3 0 16 Jul 2023
Multimodal Distillation for Egocentric Action Recognition Gorjan Radevski Dusan Grujicic Marie-Francine Moens Matthew Blaschko Tinne Tuytelaars EgoV 23 23 0 14 Jul 2023
Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models Lautaro Estienne Luciana Ferrer Matías Vera Pablo Piantanida VLM 34 1 0 13 Jul 2023
A Deep Active Contour Model for Delineating Glacier Calving Fronts Konrad Heidler Lichao Mou Erik Loebel M. Scheinert Sébastien Lefèvre Xiao Xiang Zhu 37 7 0 07 Jul 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 34 2 0 05 Jul 2023
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners Allen Z. Ren Anushri Dixit Alexandra Bodrova Sumeet Singh Stephen Tu ... Jacob Varley Zhenjia Xu Dorsa Sadigh Andy Zeng Anirudha Majumdar LM&Ro 55 219 0 04 Jul 2023
Robust Uncertainty Estimation for Classification of Maritime Objects J. Becktor Frederik E. T. Schöller Evangelos Boukas Lazaros Nalpantidis UQCV OOD 42 2 0 03 Jul 2023
Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration Kemal Oksuz Thomas Joy P. Dokania UQCV 20 16 0 03 Jul 2023
Quantifying lottery tickets under label noise: accuracy, calibration, and complexity V. Arora Daniele Irto Sebastian Goldt G. Sanguinetti 36 2 0 21 Jun 2023
Confidence-Based Model Selection: When to Take Shortcuts for Subpopulation Shifts Annie S. Chen Yoonho Lee Amrith Rajagopal Setlur Sergey Levine Chelsea Finn OOD 16 5 0 19 Jun 2023
Scaling of Class-wise Training Losses for Post-hoc Calibration Seungjin Jung Seung-Woo Seo Yonghyun Jeong Jongwon Choi 29 3 0 19 Jun 2023
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes Francesco Daghero Alessio Burrello Enrico Macii P. Montuschi M. Poncino Daniele Jahier Pagliari 18 4 0 16 Jun 2023
GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification Wenzhong Li Changdong Wang Hui Xiong Jian-Huang Lai 22 24 0 16 Jun 2023
Overcoming the Limitations of Localization Uncertainty: Efficient & Exact Non-Linear Post-Processing and Calibration Moussa Kassem Sbeyti Michelle Karg Christian Wirth Azarm Nowzad S. Albayrak 22 3 0 15 Jun 2023
Deep Model Compression Also Helps Models Capture Ambiguity Hancheol Park Jong C. Park 27 1 0 12 Jun 2023
Probabilistic Multi-Dimensional Classification Vu-Linh Nguyen Yang Yang Cassio de Campos 27 1 0 10 Jun 2023
Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics P. Pernot 14 4 0 08 Jun 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 38 158 0 02 Jun 2023
On the Limitations of Temperature Scaling for Distributions with Overlaps Muthuraman Chidambaram Rong Ge UQCV 37 4 0 01 Jun 2023
Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance System Jiwei Guan Lei Pan Chen Wang Shui Yu Longxiang Gao Xi Zheng AAML 19 3 0 30 May 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Zou Carlos Guestrin 32 20 0 29 May 2023
E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition Zhen Zhang Mengting Hu Shiwan Zhao Minlie Huang Haotian Wang Lemao Liu Zhirui Zhang Zhe Liu Bingzhe Wu EDL 38 10 0 29 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 34 21 0 27 May 2023
Context-aware attention layers coupled with optimal transport domain adaptation and multimodal fusion methods for recognizing dementia from spontaneous speech Loukas Ilias D. Askounis 28 9 0 25 May 2023
How to Turn Your Knowledge Graph Embeddings into Generative Models Lorenzo Loconte Nicola Di Mauro Robert Peharz Antonio Vergari 20 16 0 25 May 2023
Density Ratio Estimation-based Bayesian Optimization with Semi-Supervised Learning Jungtaek Kim 32 1 0 24 May 2023
Sampling-based Uncertainty Estimation for an Instance Segmentation Network Florian Heidecker A. El-khateeb Bernhard Sick UQCV 19 1 0 24 May 2023
Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback Katherine Tian E. Mitchell Allan Zhou Archit Sharma Rafael Rafailov Huaxiu Yao Chelsea Finn Christopher D. Manning 51 284 0 24 May 2023
Utility-Probability Duality of Neural Networks Bojun Huang Fei Yuan UQCV 27 1 0 24 May 2023
Sparse Weight Averaging with Multiple Particles for Iterative Magnitude Pruning Moonseok Choi Hyungi Lee G. Nam Juho Lee 32 2 0 24 May 2023
Estimating Large Language Model Capabilities without Labeled Test Data Harvey Yiyun Fu Qinyuan Ye Albert Xu Xiang Ren Robin Jia 21 8 0 24 May 2023
Selective Pre-training for Private Fine-tuning Da Yu Sivakanth Gopi Janardhan Kulkarni Zinan Lin Saurabh Naik Tomasz Religa Jian Yin Huishuai Zhang 35 19 0 23 May 2023
Dual Focal Loss for Calibration Linwei Tao Minjing Dong Chang Xu UQCV 41 26 0 23 May 2023