Evidential Deep Learning

EDL

An approach in deep learning that provides reliable uncertainty estimation with minimal computational overhead in a single forward pass.

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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 222 0 0 26 Oct 2025
Uncertainty Estimation by Flexible Evidential Deep Learning Taeseong Yoon Heeyoung Kim OODD UQCV BDL EDL 176 0 0 21 Oct 2025
Progressive Uncertainty-Guided Evidential U-KAN for Trustworthy Medical Image Segmentation Zhen Yang Yansong Ma Lei Chen EDL 125 0 0 10 Oct 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 307 0 0 21 Sep 2025
Evidential Physics-Informed Neural Networks for Scientific Discovery Hai Siong Tan Kuancheng Wang R. Mcbeth EDL PINN 207 2 0 18 Sep 2025
Proximity-Based Evidence Retrieval for Uncertainty-Aware Neural Networks Hassan Gharoun M. S. Khorshidi Kasra Ranjbarigderi Fang Chen Amir H. Gandomi EDL 154 0 0 11 Sep 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 175 0 0 26 Aug 2025
Driving Accurate Allergen Prediction with Protein Language Models and Generalization-Focused Evaluation Brian Shing-Hei Wong Joshua Mincheol Kim Sin-Hang Fung Qing Xiong Kelvin Fu-Kiu Ao ... Bo-Si Feng Alfred Sze-Lok Cheng Kevin Y. Yip Stephen Kwok-Wing Tsui Qin Cao EDL 116 0 0 14 Aug 2025
Predictive Uncertainty for Runtime Assurance of a Real-Time Computer Vision-Based Landing System Romeo Valentin Sydney M. Katz Artur B. Carneiro Don Walker Mykel J. Kochenderfer EDL UQCV 126 0 0 13 Aug 2025
Efficient Uncertainty in LLMs through Evidential Knowledge Distillation Lakshmana Sri Harsha Nemani P.K. Srijith Tomasz Kuśmierczyk UQCV EDL UD 168 0 0 24 Jul 2025
Open-Set LiDAR Panoptic Segmentation Guided by Uncertainty-Aware Learning Rohit Mohan Julia Hindel F. Drews Claudius Gläser Daniele Cattaneo Abhinav Valada UQCV EDL 266 0 0 16 Jun 2025
Uncertainty-Aware Graph Neural Networks: A Multi-Hop Evidence Fusion ApproachIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Qingfeng Chen Shiyuan Li Yixin Liu Shirui Pan Geoffrey I. Webb Shichao Zhang EDL 222 6 0 16 Jun 2025
Open-Set Domain Generalization through Spectral-Spatial Uncertainty Disentanglement for Hyperspectral Image Classification Amirreza Khoshbakht Erchan Aptoula EDL 180 0 0 11 Jun 2025
Co-Evidential Fusion with Information Volume for Medical Image Segmentation Yuanpeng He Lijian Li Tianxiang Zhan Chi-Man Pun Wenpin Jiao Zhi Jin EDL 188 0 0 03 Jun 2025
Evidential Deep Active Learning for Semi-Supervised Classification Shenkai Zhao Xinao Zhang Lipeng Pan Xiaobin Xu Danilo Pelusi EDL UQCV 159 0 0 27 May 2025
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs Artem Vazhentsev Abdelrahman Boda Sadallah Gleb Kuzmin Ekaterina Fadeeva Ivan Lazichny ... Maxim Panov Timothy Baldwin Mrinmaya Sachan Preslav Nakov Artem Shelmanov EDL HILM 315 3 0 26 May 2025
Reliable Disentanglement Multi-view Learning Against View Adversarial AttacksInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Xuyang Wang Siyuan Duan Qizhi Li Guiduo Duan Yuan Sun Dezhong Peng AAML EDL 457 1 0 07 May 2025
Localization Meets Uncertainty: Uncertainty-Aware Multi-Modal Localization Hye-Min Won Jieun Lee Jiyong Oh EDL 322 2 0 10 Apr 2025
Evidential Uncertainty Probes for Graph Neural NetworksInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Linlin Yu Kangshuo Li Pritom Kumar Saha Yifei Lou Feng Chen EDL UQCV 317 0 0 11 Mar 2025
Evidential Uncertainty Estimation for Multi-Modal Trajectory Prediction Sajad Marvi Christoph B. Rist Julian Schmidt Julian Jordan Abhinav Valada EDL UQCV 161 1 0 07 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 353 0 0 06 Mar 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based ApproachComputer Vision and Pattern Recognition (CVPR), 2025 Chen-Chen Zong Sheng-Jun Huang EDL 320 3 0 27 Feb 2025
Uncertainty Quantification of Wind Gust Predictions in the Northeast United States: An Evidential Neural Network and Explainable Artificial Intelligence ApproachEnvironmental Modelling & Software (Environ. Model. Softw.), 2025 Israt Jahan John S. Schreck D. Gagne Charlie Becker Marina Astitha EDL 225 0 0 01 Feb 2025
Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural Networks Ayush Khot Xiwei Wang Avik Roy Volodymyr V. Kindratenko Mark S. Neubauer EDL 141 4 0 10 Jan 2025
Multi-modal Evidential Fusion Network for Trustworthy PET/CT Tumor SegmentationKnowledge-Based Systems (KBS), 2024 Yuxuan Qi L. Lin Jiajun Wang Jingya Zhang Bin Zhang EDL MedIm 235 2 0 03 Jan 2025
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images Jiang Shang Y. Wu Xiaoxiang Han Xi Chen Qi Zhang EDL UQCV 190 0 0 03 Jan 2025
Generalized Uncertainty-Based Evidential Fusion with Hybrid Multi-Head Attention for Weak-Supervised Temporal Action LocalizationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Yuanpeng He Lijian Li Tianxiang Zhan Wenpin Jiao Chi-Man Pun EDL 231 9 0 27 Dec 2024
Multimodal Learning with Uncertainty Quantification based on Discounted Belief Fusion Grigor Bezirganyan Sana Sellami Laure Berti-Équille Sébastien Fournier EDL 214 1 0 23 Dec 2024
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 240 3 0 18 Dec 2024
UADet: A Remarkably Simple Yet Effective Uncertainty-Aware Open-Set Object Detection Framework Silin Cheng Yuanpei Liu Kai Han EDL 251 0 0 12 Dec 2024
Risk-aware Classification via Uncertainty Quantification Murat Sensoy Lance M. Kaplan Simon Julier Maryam Saleki Federico Cerutti UQCV EDL 175 1 0 04 Dec 2024
Generalized Trusted Multi-view Classification Framework with Hierarchical Opinion Aggregation Long Shi Chuanqing Tang Huangyi Deng Cai Xu Lei Xing Badong Chen EDL 295 1 0 06 Nov 2024
Uncertainty Estimation for 3D Object Detection via Evidential Learning Nikita Durasov Rafid Mahmood Jiwoong Choi Marc T. Law James Lucas Pascal Fua Jose M. Alvarez UQCV EDL 3DPC 233 4 0 31 Oct 2024
ENWAR: A RAG-empowered Multi-Modal LLM Framework for Wireless Environment Perception Ahmad M. Nazar Abdulkadir Çelik Mohamed Y. Selim Asmaa Abdallah Daji Qiao Ahmed M. Eltawil EDL 115 5 0 08 Oct 2024
Dynamic Evidence Decoupling for Trusted Multi-view LearningACM Multimedia (MM), 2024 Ying Liu Lihong Liu Yilin Zhang Xiangyu Song Ziyu Guan Wei Zhao EDL 168 10 0 04 Oct 2024
Revisiting Essential and Nonessential Settings of Evidential Deep LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Mengyuan Chen Junyu Gao Changsheng Xu EDL 278 4 0 01 Oct 2024
Uncertainty Estimation by Density Aware Evidential Deep LearningInternational Conference on Machine Learning (ICML), 2024 Taeseong Yoon Heeyoung Kim OODD UQCV BDL EDL 200 7 0 13 Sep 2024
A Comprehensive Survey on Evidential Deep Learning and Its Applications Junyu Gao Mengyuan Chen Liangyu Xiang Changsheng Xu EDL BDL UQCV 307 14 0 07 Sep 2024
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification Kangdao Liu Tianhao Sun Hao Zeng Yongshan Zhang Chi-Man Pun Chi-Man Vong EDL 233 6 0 02 Sep 2024
Holistic Uncertainty Estimation For Open-Set Recognition Leonid Erlygin Alexey Zaytsev CVBM EDL UQCV 270 1 0 26 Aug 2024
Cross-Slice Attention and Evidential Critical Loss for Uncertainty-Aware Prostate Cancer Detection A. Hung Haoxin Zheng Kai Zhao Kaifeng Pang D. Terzopoulos Kyunghyun Sung EDL MedIm 206 2 0 01 Jul 2024
Boosting Few-Shot Open-Set Object Detection via Prompt Learning and Robust Decision Boundary Zhaowei Wu Binyi Su Qichuan Geng Hua Zhang Zhong Zhou EDL 342 0 0 26 Jun 2024
Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction Hamed Karimi Reza Samavi BDL EDL UQCV 335 4 0 16 Jun 2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 262 6 0 07 May 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation Jun Shi Shulan Ruan Ziqi Zhu Minfan Zhao Hong An Ambuj Tewari Bing Yan UQCV EDL 217 7 0 01 May 2024
Deep Evidential Learning for Dose Prediction Hai Siong Tan Kuancheng Wang R. Mcbeth EDL OOD UQCV 112 4 0 26 Apr 2024
Trusted Multi-view Learning under Noisy Supervision Yilin Zhang Yilin Zhang Ziyu Guan Ziyu Guan Wei Zhao Xiaofei He Murat Sensoy NoLa EDL 337 12 0 18 Apr 2024
Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty Changbin Li Kangshuo Li Yuzhe Ou Lance M. Kaplan A. Jøsang Jin-Hee Cho Dong Hyun. Jeong Feng Chen UQCV BDL EDL 201 6 0 17 Apr 2024
Awareness of uncertainty in classification using a multivariate model and multi-views Alexey Kornaev E. Kornaeva Oleg Ivanov Ilya Pershin Danis Alukaev UQCV EDL 189 1 0 16 Apr 2024
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation Yuanpeng He EDL 303 3 0 09 Apr 2024

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