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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
Enhancing Multi-Agent Debate System Performance via Confidence Expression Zijie Lin Bryan Hooi LLMAG 91 1 0 17 Sep 2025
Prompt Stability in Code LLMs: Measuring Sensitivity across Emotion- and Personality-Driven Variations Wei Ma Y. Yang Jingquan Ge Xiaofei Xie Lingxiao Jiang 84 0 0 17 Sep 2025
Post-Hoc Split-Point Self-Consistency Verification for Efficient, Unified Quantification of Aleatoric and Epistemic Uncertainty in Deep Learning Zhizhong Zhao Ke Chen UQCV 245 0 0 16 Sep 2025
The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs Asif Azad Mohammad Sadat Hossain MD Sadik Hossain Shanto M. Saifur Rahman Md. Rizwan Parvez 185 0 0 16 Sep 2025
Similarity-Distance-Magnitude Activations Allen Schmaltz 124 1 0 16 Sep 2025
Selective Risk Certification for LLM Outputs via Information-Lift Statistics: PAC-Bayes, Robustness, and Skeleton Design Sanjeda Akter Ibne Farabi Shihab Anuj Sharma 168 0 0 16 Sep 2025
Enhancing Dual Network Based Semi-Supervised Medical Image Segmentation with Uncertainty-Guided Pseudo-LabelingKnowledge-Based Systems (KBS), 2025 Yunyao Lu Yihang Wu Ahmad Chaddad Tareef Daqqaq R. Kateb 93 0 0 16 Sep 2025
Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active Learning Alisa Kanganis Katherine A. Keith 97 0 0 16 Sep 2025
E2-BKI: Evidential Ellipsoidal Bayesian Kernel Inference for Uncertainty-aware Gaussian Semantic Mapping Junyoung Kim Minsik Jeon Jihong Min K. Kwak Junwon Seo 68 1 0 15 Sep 2025
Protected Probabilistic Classification Library Ivan Petej 85 0 0 14 Sep 2025
The Impact of Skin Tone Label Granularity on the Performance and Fairness of AI Based Dermatology Image Classification Models Partha Shah Durva Sankhe Maariyah Rashid Zakaa Khaled Esther Puyol-Antón Tiarna Lee Maram Alqarni Sweta Rai Andrew P. King 48 0 0 14 Sep 2025
No Answer Needed: Predicting LLM Answer Accuracy from Question-Only Linear Probes Iván Vicente Moreno Cencerrado Arnau Padrés Masdemont Anton Gonzalvez Hawthorne David Demitri Africa Lorenzo Pacchiardi ELM 119 2 0 12 Sep 2025
LoFT: Parameter-Efficient Fine-Tuning for Long-tailed Semi-Supervised Learning in Open-World Scenarios Zhiyuan Huang Jiahao Chen Yurou Liu Bing Su 145 0 0 12 Sep 2025
Proximity-Based Evidence Retrieval for Uncertainty-Aware Neural Networks Hassan Gharoun M. S. Khorshidi Kasra Ranjbarigderi Fang Chen Amir H. Gandomi EDL 178 0 0 11 Sep 2025
Model-Agnostic Open-Set Air-to-Air Visual Object Detection for Reliable UAV Perception Spyridon Loukovitis Anastasios Arsenos Vasileios Karampinis Athanasios Voulodimos 72 1 0 11 Sep 2025
GrACE: A Generative Approach to Better Confidence Elicitation in Large Language Models Zhaohan Zhang Ziquan Liu Ioannis Patras 132 2 0 11 Sep 2025
Composable Score-based Graph Diffusion Model for Multi-Conditional Molecular Generation Anjie Qiao Zhen Wang Chuan Chen Defu Lian Tong Xu DiffM 132 0 0 11 Sep 2025
Generalized Zero-Shot Learning for Point Cloud Segmentation with Evidence-Based Dynamic CalibrationAAAI Conference on Artificial Intelligence (AAAI), 2025 Hyeonseok Kim Byeongkeun Kang Yeejin Lee 3DPC 112 0 0 10 Sep 2025
Too Helpful, Too Harmless, Too Honest or Just Right? Gautam Siddharth Kashyap Mark Dras Usman Naseem MoE 179 1 0 10 Sep 2025
Adapting Vision-Language Models for Neutrino Event Classification in High-Energy Physics Dikshant Sagar Kaiwen Yu A. Yankelevich J. Bian Pierre Baldi 124 0 0 10 Sep 2025
Calibrating MLLM-as-a-judge via Multimodal Bayesian Prompt Ensembles Eric Slyman Mehrab Tanjim Kushal Kafle Stefan Lee 113 0 0 10 Sep 2025
Instance-level Performance Prediction for Long-form Generation Tasks Chi-Yang Hsu Alexander Braylan Yiheng Su Omar Alonso Matthew Lease 88 0 0 09 Sep 2025
Measuring Uncertainty in Transformer Circuits with Effective Information Consistency Anatoly A. Krasnovsky 59 0 0 08 Sep 2025
Statistical Methods in Generative AI Edgar Dobriban 269 3 0 08 Sep 2025
Performance of Conformal Prediction in Capturing Aleatoric Uncertainty Misgina Tsighe Hagos Claes Lundström 114 0 0 06 Sep 2025
3DPillars: Pillar-based two-stage 3D object detectionExpert systems with applications (ESWA), 2025 Jongyoun Noh J. Lee Hyekang Park Bumsub Ham 3DPC 104 0 0 06 Sep 2025
Extracting Uncertainty Estimates from Mixtures of Experts for Semantic Segmentation Svetlana Pavlitska Beyza Keskin Alwin Faßbender Christian Hubschneider Johann Marius Zöllner UQCV MoE 190 2 0 05 Sep 2025
What Fundamental Structure in Reward Functions Enables Efficient Sparse-Reward Learning? Ibne Farabi Shihab Sanjeda Akter Anuj Sharma OffRL 95 0 0 04 Sep 2025
Variational Gaussian Mixture Manifold Models for Client-Specific Federated Personalization Sai Puppala Ismail Hossain Md. jahangir Alam Sajedul Talukder FedML 64 0 0 04 Sep 2025
Revisiting (Un)Fairness in Recourse by Minimizing Worst-Case Social Burden Ainhize Barrainkua Giovanni De Toni Jose A. Lozano Novi Quadrianto FaML 303 0 0 04 Sep 2025
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails Hritik Arasu Faisal R Jahangiri TTA 181 0 0 03 Sep 2025
The Protocol Genome A Self Supervised Learning Framework from DICOM Headers Jimmy Joseph MedIm 26 0 0 03 Sep 2025
The distribution of calibrated likelihood functions on the probability-likelihood Aitchison simplex Paul-Gauthier Noé A. Nautsch D. Matrouf Pierre-Michel Bousquet J. Bonastre 138 0 0 03 Sep 2025
Calibration Prediction Interval for Non-parametric Regression and Neural Networks Kejin Wu D. Politis 72 0 0 02 Sep 2025
Trusted Uncertainty in Large Language Models: A Unified Framework for Confidence Calibration and Risk-Controlled Refusal Markus Oehri Giulia Conti Kaviraj Pather Alexandre Rossi Laia Serra Adrian Parody Rogvi Johannesen Aviaja Petersen Arben Krasniqi 116 0 0 01 Sep 2025
Enhancing Uncertainty Estimation in LLMs with Expectation of Aggregated Internal Belief Zeguan Xiao Diyang Dou Boya Xiong Yun-Nung Chen Guanhua Chen 65 0 0 01 Sep 2025
Multimodal Generative Flows for LHC Jets Darius A. Faroughy Manfred Opper C. Ojeda 128 0 0 01 Sep 2025
REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization Maximilian P. Oppelt Andreas Foltyn Nadine R. Lang-Richter Bjoern M. Eskofier 108 0 0 01 Sep 2025
Energy Landscapes Enable Reliable Abstention in Retrieval-Augmented Large Language Models for Healthcare Ravi Shankar Sheng Wong Lin Li Magdalena Bachmann Alex Silverthorne Beth Albert Gabriel Davis Jones 140 0 0 31 Aug 2025
Game Theoretic Resilience Recommendation Framework for CyberPhysical Microgrids Using Hypergraph MetaLearning S Krishna Niketh P. Panigrahi V Vignesh M. Pal 56 0 0 30 Aug 2025
Failure Prediction Is a Better Performance Proxy for Early-Exit Networks Than Calibration Piotr Kubaty Filip Szatkowski Metod Jazbec Bartosz Wójcik 159 0 0 29 Aug 2025
Entropy-Based Non-Invasive Reliability Monitoring of Convolutional Neural Networks Amirhossein Nazeri Wael Hafez AAML 76 0 0 29 Aug 2025
Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? Yang Nan Pengfei He Ravi Tandon Han Xu 76 0 0 28 Aug 2025
Gradient Rectification for Robust Calibration under Distribution Shift Yilin Zhang Cai Xu Y. Wu Ziyu Guan Wei Zhao 156 0 0 27 Aug 2025
ALSA: Anchors in Logit Space for Out-of-Distribution Accuracy Estimation Chenzhi Liu Mahsa Baktashmotlagh Yanran Tang Zi Huang Ruihong Qiu 100 0 0 27 Aug 2025
Plug-in Feedback Self-adaptive Attention in CLIP for Training-free Open-Vocabulary Segmentation Zhixiang Chi Yanan Wu Li Gu Huan Liu Ziqiang Wang Yang Zhang Yang Wang Konstantinos N. Plataniotis VLM 92 0 0 27 Aug 2025
ATMS-KD: Adaptive Temperature and Mixed Sample Knowledge Distillation for a Lightweight Residual CNN in Agricultural Embedded Systems Mohamed Ohamouddou Said Ohamouddou A. E. Afia Rafik Lasri 80 0 0 27 Aug 2025
The Role of Teacher Calibration in Knowledge DistillationIEEE Access (IEEE Access), 2025 Suyoung Kim Seonguk Park Junhoo Lee Nojun Kwak 64 0 0 27 Aug 2025
Beyond Benchmark: LLMs Evaluation with an Anthropomorphic and Value-oriented Roadmap Jun Wang Ninglun Gu Kailai Zhang Zijiao Zhang Yelun Bao ... Liwei Liu Yihuan Liu Pengyong Li Gary G. Yen Junchi Yan ALM ELM 180 0 0 26 Aug 2025
ConfTuner: Training Large Language Models to Express Their Confidence Verbally Yibo Li Miao Xiong Jiaying Wu Bryan Hooi 144 7 0 26 Aug 2025