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Evidential Deep Learning to Quantify Classification Uncertainty

5 June 2018

Papers citing "Evidential Deep Learning to Quantify Classification Uncertainty"

50 / 574 papers shown

Title
Open Set Face Forgery Detection via Dual-Level Evidence Collection Zhongyi Cai Bryce Gernon Wentao Bao Y. Li Matthew Wright Yu Kong CVBM 155 0 0 03 Dec 2025
U4D: Uncertainty-Aware 4D World Modeling from LiDAR Sequences Xiang Xu Ao Liang Youquan Liu Linfeng Li Lingdong Kong Ziwei Liu Qingshan Liu 104 1 0 02 Dec 2025
TIE: A Training-Inversion-Exclusion Framework for Visually Interpretable and Uncertainty-Guided Out-of-Distribution Detection Pirzada Suhail Rehna Afroz Amit Sethi OODD 232 0 0 28 Nov 2025
Structure-Aware Prototype Guided Trusted Multi-View Classification Haojian Huang Jiahao Shi Zhe Liu Harold Haodong Chen Han Fang Hao Sun Zhongjiang He 217 0 0 26 Nov 2025
PaTAS: A Framework for Trust Propagation in Neural Networks Using Subjective Logic Koffi Ismael Ouattara Ioannis Krontiris Theo Dimitrakos Dennis Eisermann Frank Kargl Frank Kargl 203 0 0 25 Nov 2025
PI-NAIM: Path-Integrated Neural Adaptive Imputation Model Afifa Khaled Ebrahim Hamid Sumiea 76 0 0 14 Nov 2025
Perceive, Act and Correct: Confidence Is Not Enough for Hyperspectral Classification Muzhou Yang Wuzhou Quan Mingqiang Wei 120 0 0 13 Nov 2025
Adaptive Residual-Update Steering for Low-Overhead Hallucination Mitigation in Large Vision Language Models Zhengtao Zou Ya Gao Jiarui Guan Bin Li Pekka Marttinen 119 0 0 13 Nov 2025
Improving Long-Range Interactions in Graph Neural Simulators via Hamiltonian Dynamics Tai Hoang Alessandro Trenta Alessio Gravina Niklas Freymuth P. Becker D. Bacciu Gerhard Neumann AI4CE 117 0 0 11 Nov 2025
Temporal Zoom Networks: Distance Regression and Continuous Depth for Efficient Action Localization Ibne Farabi Shihab Sanjeda Akter Anuj Sharma 156 0 0 06 Nov 2025
The Illusion of Certainty: Uncertainty quantification for LLMs fails under ambiguity Tim Tomov Dominik Fuchsgruber Tom Wollschlager Stephan Günnemann 140 0 0 06 Nov 2025
Distillation-Accelerated Uncertainty Modeling for Multi-Objective RTA Interception Gaoxiang Zhao Ruina Qiu Pengpeng Zhao Rongjin Wang Zhangang Lin Xiaoqiang Wang 68 0 0 05 Nov 2025
Who Can We Trust? Scope-Aware Video Moment Retrieval with Multi-Agent Conflict Chaochen Wu Guan Luo Meiyun Zuo Zhitao Fan 104 0 0 01 Nov 2025
Selective Diabetic Retinopathy Screening with Accuracy-Weighted Deep Ensembles and Entropy-Guided Abstention Jophy Lin UQCV 333 0 0 29 Oct 2025
FruitProm: Probabilistic Maturity Estimation and Detection of Fruits and Vegetables Sidharth Rai Rahul Harsha Cheppally Benjamin Vail Keziban Yalçın Dokumacı Ajay Sharda 113 0 0 28 Oct 2025
Uncertainty-Aware Autonomous Vehicles: Predicting the Road Ahead Shireen Kudukkil Manchingal Armand Amaritei Mihir Gohad Maryam Sultana Julian F. P. Kooij Fabio Cuzzolin Andrew Bradley UQCV EDL 286 0 0 26 Oct 2025
Amortized Variational Inference for Partial-Label Learning: A Probabilistic Approach to Label Disambiguation Tobias Fuchs Nadja Klein 112 0 0 24 Oct 2025
Weak-to-Strong Generalization under Distribution Shifts Myeongho Jeon Jan Sobotka Suhwan Choi Maria Brbić OOD 188 0 0 24 Oct 2025
Learning with Dual-level Noisy Correspondence for Multi-modal Entity Alignment Haobin Li Yijie Lin Peng Hu M. Yang Xi Peng 116 0 0 21 Oct 2025
Uncertainty Estimation by Flexible Evidential Deep Learning Taeseong Yoon Heeyoung Kim OODD UQCV BDL EDL 264 0 0 21 Oct 2025
Ensembling Pruned Attention Heads For Uncertainty-Aware Efficient Transformers Firas Gabetni Giuseppe Curci Andrea Pilzer Subhankar Roy Elisa Ricci Gianni Franchi 116 1 0 21 Oct 2025
Credal Transformer: A Principled Approach for Quantifying and Mitigating Hallucinations in Large Language Models Shihao Ji Zihui Song Jiajie Huang HILM 116 0 0 14 Oct 2025
Bi-level Meta-Policy Control for Dynamic Uncertainty Calibration in Evidential Deep Learning Zhen Yang Yansong Ma Lei Chen 122 0 0 10 Oct 2025
Progressive Uncertainty-Guided Evidential U-KAN for Trustworthy Medical Image Segmentation Zhen Yang Yansong Ma Lei Chen EDL 189 0 0 10 Oct 2025
HybridFlow: Quantification of Aleatoric and Epistemic Uncertainty with a Single Hybrid Model Peter Van Katwyk Karianne J. Bergen 171 0 0 06 Oct 2025
Guided Uncertainty Learning Using a Post-Hoc Evidential Meta-Model Charmaine Barker Daniel Bethell Simos Gerasimou UQCV 171 0 0 29 Sep 2025
Inferring Cosmological Parameters with Evidential Physics-Informed Neural Networks Hai Siong Tan BDL 140 1 0 29 Sep 2025
Ultra-short-term solar power forecasting by deep learning and data reconstruction Jinbao Wang Jun Liu Shiliang Zhang Xuehui Ma 56 1 0 21 Sep 2025
Uncertainty-Supervised Interpretable and Robust Evidential SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yuzhu Li An Sui Fuping Wu Xiahai Zhuang UQCV EDL OOD 431 0 0 21 Sep 2025
MO R-CNN: Multispectral Oriented R-CNN for Object Detection in Remote Sensing Image Leiyu Wang Biao Jin Feng Huang Liqiong Chen Zhengyong Wang X. He Honggang Chen ObjD 161 0 0 21 Sep 2025
MEGAN: Mixture of Experts for Robust Uncertainty Estimation in Endoscopy Videos Damola Agbelese Krishna Chaitanya Pushpak Pati Chaitanya Parmar Pooya Mobadersany ... Molly V. Lucas Tommaso Mansi Oana Gabriela Cula Pablo F. Damasceno K. Standish 96 0 0 16 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 261 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 84 1 0 15 Sep 2025
Pseudo-D: Informing Multi-View Uncertainty Estimation with Calibrated Neural Training Dynamics A. Gu Michael Y. Tsang H. Vaseli Purang Abolmaesumi T. Tsang UQCV 120 0 0 15 Sep 2025
Proximity-Based Evidence Retrieval for Uncertainty-Aware Neural Networks Hassan Gharoun M. S. Khorshidi Kasra Ranjbarigderi Fang Chen Amir H. Gandomi EDL 202 0 0 11 Sep 2025
Signal Fidelity Index-Aware Calibration for Dementia Predictions Across Heterogeneous Real-World Data Jingya Cheng Jiazi Tian Federica Spoto Alaleh Azhir Daniel Mork Hossein Estiri 84 0 0 10 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 132 0 0 10 Sep 2025
Methodological Insights into Structural Causal Modelling and Uncertainty-Aware Forecasting for Economic Indicators Federico Cerutti 106 0 0 08 Sep 2025
Performance of Conformal Prediction in Capturing Aleatoric Uncertainty Misgina Tsighe Hagos Claes Lundström 155 0 0 06 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 173 1 0 01 Sep 2025
Entropy-Based Non-Invasive Reliability Monitoring of Convolutional Neural Networks Amirhossein Nazeri Wael Hafez AAML 100 0 0 29 Aug 2025
PAUL: Uncertainty-Guided Partition and Augmentation for Robust Cross-View Geo-Localization under Noisy Correspondence Zheng Li Yanming Guo WenZhe Liu Xueyi Zhang Zhaoyun Ding Long Xu Mingrui Lao 113 0 0 27 Aug 2025
Uncertainty Awareness on Unsupervised Domain Adaptation for Time Series Data Weide Liu Xiaoyang Zhong Lu Wang Jingwen Hou Yuemei Luo Jiebin Yan Yuming Fang EDL AI4TS 259 0 0 26 Aug 2025
Conformalized Exceptional Model Mining: Telling Where Your Model Performs (Not) Well Xin Du Sikun Yang W. Duivesteijn Mykola Pechenizkiy 100 0 0 21 Aug 2025
TCUQ: Single-Pass Uncertainty Quantification from Temporal Consistency with Streaming Conformal Calibration for TinyML Ismail Lamaakal Chaymae Yahyati Khalid El Makkaoui Ibrahim Ouahbi Yassine Maleh 88 2 0 18 Aug 2025
SNAP-UQ: Self-supervised Next-Activation Prediction for Single-Pass Uncertainty in TinyML Ismail Lamaakal Chaymae Yahyati Khalid El Makkaoui Ibrahim Ouahbi Yassine Maleh UQCV MQ 124 2 0 18 Aug 2025
Fairness-Aware Multi-view Evidential Learning with Adaptive Prior Haishun Chen Cai Xu Jinlong Yu Yilin Zhang Ziyu Guan Wei Zhao Fangyuan Zhao Xin Yang 119 0 0 18 Aug 2025
PEdger++: Practical Edge Detection via Assembling Cross Information Yuanbin Fu Liang Li Xiaojie Guo 142 0 0 16 Aug 2025
Calibrated and uncertain? Evaluating uncertainty estimates in binary classification models Aurora Grefsrud Nello Blaser Trygve Buanes UQCV 102 0 0 15 Aug 2025
Interpreting Fedspeak with Confidence: A LLM-Based Uncertainty-Aware Framework Guided by Monetary Policy Transmission Paths Rui Yao Qi Chai Jinhai Yao Siyuan Li Junhao Chen Tao Gui Hao Wang 162 2 0 11 Aug 2025