On Calibration of Modern Neural Networks

14 June 2017

Papers citing "On Calibration of Modern Neural Networks"

50 / 1,032 papers shown

Title
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results Meritxell Riera-Marin S. Ko Julia Rodriguez-Comas Matthias Stefan May Zhaohong Pan ... Anton Aubanell Andreu Antolin Javier Garcia-Lopez M. A. G. Ballester Adrian Galdran UQCV 43 0 0 13 May 2025
Outperformance Score: A Universal Standardization Method for Confusion-Matrix-Based Classification Performance Metrics Ningsheng Zhao Trang Bui Jia Yuan Yu Krzysztof Dzieciolowski 26 0 0 11 May 2025
Dataset Distillation with Probabilistic Latent Features Zhe Li Sarah Cechnicka Cheng Ouyang Katharina Breininger Peter Schüffler Bernhard Kainz DD 47 0 0 10 May 2025
Crowding Out The Noise: Algorithmic Collective Action Under Differential Privacy Rushabh Solanki Meghana Bhange Ulrich Aïvodji Elliot Creager 29 0 0 09 May 2025
Performance Estimation in Binary Classification Using Calibrated Confidence Juhani Kivimäki Jakub Białek W. Kuberski J. Nurminen 48 0 0 08 May 2025
Cooperative Bayesian and variance networks disentangle aleatoric and epistemic uncertainties Jiaxiang Yi Miguel A. Bessa UD PER UQCV 46 0 0 05 May 2025
Restoring Calibration for Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach Jiancong Xiao Bojian Hou Zhanliang Wang Ruochen Jin Q. Long Weijie Su Li Shen 30 0 0 04 May 2025
What do Language Model Probabilities Represent? From Distribution Estimation to Response Prediction Eitan Wagner Omri Abend 39 0 0 04 May 2025
PhysNav-DG: A Novel Adaptive Framework for Robust VLM-Sensor Fusion in Navigation Applications Trisanth Srinivasan Santosh Patapati 34 0 0 03 May 2025
Multimodal Graph Representation Learning for Robust Surgical Workflow Recognition with Adversarial Feature Disentanglement Long Bai Boyi Ma Ruohan Wang Guankun Wang Beilei Cui ... Mobarakol Islam Zhe Min Jiewen Lai Nassir Navab Hongliang Ren 53 0 0 03 May 2025
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation Liaoyaqi Wang Zhengping Jiang Anqi Liu Benjamin Van Durme 61 0 0 02 May 2025
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 31 0 0 02 May 2025
Focus on the Likely: Test-time Instance-based Uncertainty Removal Johannes Schneider 35 0 0 02 May 2025
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding Trilok Padhi R. Kaur Adam D. Cobb Manoj Acharya Anirban Roy Colin Samplawski Brian Matejek Alexander M. Berenbeim Nathaniel D. Bastian Susmit Jha 28 0 0 30 Apr 2025
Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI Hugo Georgenthum Cristian Cosentino Fabrizio Marozzo Pietro Liò MedIm 147 0 0 28 Apr 2025
Bi-directional Model Cascading with Proxy Confidence David Warren Mark Dras 44 0 0 27 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 92 0 0 25 Apr 2025
Three Types of Calibration with Properties and their Semantic and Formal Relationships Rabanus Derr Jessie Finocchiaro Robert C. Williamson 38 0 0 25 Apr 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 36 0 0 24 Apr 2025
Avoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts M. Zarlenga Gabriele Dominici Pietro Barbiero Z. Shams M. Jamnik KELM 167 0 0 24 Apr 2025
Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation Rahul Vishwakarma Shrey Dharmendra Modi Vishwanath Seshagiri 73 0 0 23 Apr 2025
FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning Ju Yeon Kang J. Yoon Semin Kim Min Hyun Han Nam Soo Kim 27 0 0 22 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 63 1 0 14 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning Environments Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 38 0 0 12 Apr 2025
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 31 1 0 02 Apr 2025
Explainable AI-Based Interface System for Weather Forecasting Model Soyeon Kim Junho Choi Yeji Choi Subeen Lee Artyom Stitsyuk Minkyoung Park Seongyeop Jeong Youhyun Baek Jaesik Choi XAI 48 2 0 01 Apr 2025
Large Language Models Are Better Logical Fallacy Reasoners with Counterargument, Explanation, and Goal-Aware Prompt Formulation Jiwon Jeong Hyeju Jang Hogun Park ReLM LRM 48 0 0 30 Mar 2025
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection Bin Zhang Xiaoyang Qu Guokuan Li Jiguang Wan Jianzong Wang VLM 54 0 0 28 Mar 2025
TempTest: Local Normalization Distortion and the Detection of Machine-generated Text Tom Kempton Stuart Burrell Connor Cheverall DeLMO 111 0 0 26 Mar 2025
MetaSel: A Test Selection Approach for Fine-tuned DNN Models Amin Abbasishahkoo Mahboubeh Dadkhah Lionel C. Briand Dayi Lin 49 0 0 21 Mar 2025
Uncertainty Distillation: Teaching Language Models to Express Semantic Confidence Sophia Hager David Mueller Kevin Duh Nicholas Andrews 67 0 0 18 Mar 2025
Conformal forecasting for surgical instrument trajectory Sara Sangalli Gary Sarwin Ertunc Erdil Alessandro Carretta V. Staartjes Carlo Serra E. Konukoglu 73 0 0 13 Mar 2025
MBCT: Tree-Based Feature-Aware Binning for Individual Uncertainty Calibration Siguang Huang Yunli Wang Lili Mou Huayue Zhang Han Zhu Chuan Yu Bo Zheng 60 15 0 13 Mar 2025
EvidMTL: Evidential Multi-Task Learning for Uncertainty-Aware Semantic Surface Mapping from Monocular RGB Images Rohit Menon Nils Dengler Sicong Pan Gokul Krishna Chenchani Maren Bennewitz EDL 91 0 0 06 Mar 2025
Similarity-Distance-Magnitude Universal Verification Allen Schmaltz UQCV AAML 149 0 0 27 Feb 2025
Robust sensitivity control in digital pathology via tile score distribution matching Arthur Pignet John Klein Geneviève Robin Antoine Olivier OOD 62 0 0 27 Feb 2025
Optimizing Estimators of Squared Calibration Errors in Classification Sebastian G. Gruber Francis Bach 74 1 0 24 Feb 2025
Logit Disagreement: OoD Detection with Bayesian Neural Networks Kevin Raina UQCV BDL UD PER 66 0 0 24 Feb 2025
An End-to-End Homomorphically Encrypted Neural Network Marcos Florencio Luiz Alencar Bianca Lima SyDa 51 0 0 22 Feb 2025
Large Language Model Confidence Estimation via Black-Box Access Tejaswini Pedapati Amit Dhurandhar Soumya Ghosh Soham Dan P. Sattigeri 89 3 0 21 Feb 2025
Machine-generated text detection prevents language model collapse George Drayson Emine Yilmaz Vasileios Lampos DeLMO 62 0 0 21 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun Luo 70 0 0 18 Feb 2025
SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models S. Lee Dong Bok Lee Dominik Wagner Minki Kang Haebin Seong Tobias Bocklet Juho Lee Sung Ju Hwang 0 0 0 18 Feb 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 84 1 0 17 Feb 2025
Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks Jon Vadillo Roberto Santana J. A. Lozano Marta Z. Kwiatkowska BDL AAML 65 0 0 17 Feb 2025
Mind the Confidence Gap: Overconfidence, Calibration, and Distractor Effects in Large Language Models Prateek Chhikara 41 1 0 16 Feb 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 59 1 0 16 Feb 2025
Uncertainty-Aware Step-wise Verification with Generative Reward Models Zihuiwen Ye L. Melo Younesse Kaddar Phil Blunsom S. Kamath S Yarin Gal LRM 49 0 0 16 Feb 2025
On the Promise for Assurance of Differentiable Neurosymbolic Reasoning Paradigms Luke E. Richards Jessie Yaros Jasen Babcock Coung Ly Robin Cosbey Timothy Doster Cynthia Matuszek NAI 66 0 0 13 Feb 2025
Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement Junyu Lu Kai Ma Kaichun Wang Kelaiti Xiao Roy Ka-Wei Lee Bo Xu Liang Yang Hongfei Lin 51 0 0 10 Feb 2025