Evidential Uncertainty

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7 papers in the last four weeks, up 133% on the four weeks before. 0.1% of all new papers.

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  1. Localisation-Aware Uncertainty for Pretrained Object Detection

    Oct 1, 2026Charmaine Barker, Daniel Bethell, Simos GerasimouObject DetectionLocalization

    Department of Computer Science, University of York, UK · Department of Elect. Eng., and Computer Science and Eng., Cyprus University of Technology, Cyprus

  2. Robust Evidential Learning Through Latent Consistency

    Oct 1, 2026Charmaine Barker, Daniel Bethell, Simos GerasimouEvidential UncertaintyUncertainty-Aware Classification

    Department of Computer Science, University of York, UK · Department of Elect. Eng., and Computer Science and Eng., Cyprus University of Technology, Cyprus

  3. What Can Analogy Tell Us About Artificial Consciousness?

    Oct 1, 2026Keith J. Holyoak, Martin M. MontiAnalogyArtificial Intelligence Systems

    Department of Psychology, University of California, Los Angeles · Brain Injury Research Center, Department of Neurosurgery, University of California, Los Angeles

  4. Matisse: Evidence-Space Reasoning for Active 3D Reconstruction

    Sep 30, 2026Xihang Yu, Kaichen Zhou, Lorenzo Shaikewitz +43D ReconstructionKeyframe Selection

    Massachusetts Institute of Technology · National University of Singapore

  5. Cross-Lingual Legal QA for Vietnamese Labour Law: Retrieval, Translation, and Verifier-Guided Correction

    Sep 23, 2026Nguyen Minh Chi, Mo El-Haj, Nguyen Ha Thanh +2Legal Reasoning TasksCitations

    VinUniversity, Vietnam · Lancaster University, UK · Cardiff University, UK

  6. Ev-YOLO: Uncertainty-Aware Object Detection via a Unified Evidential Formulation

    Sep 21, 2026Simon Barbarit-Gaboriau, Hind Laghmara, Rémi Boutteau +1Yolo26Uncertainty-Aware Classification

    LITIS - STI, INSA Rouen Normandie · INSA Rouen Normandie, Univ Rouen Normandie, Univ Le Havre Normandie, Normandie Univ, LITIS UR 4108, F-76000 Rouen, France. · LITIS - STI +1

  7. Record Grouping Controls Evidence Weight in Language Models

    Sep 8, 2026Zhongxuan Liu, Sicheng Zhou, Hongzhi WangPartitioningEvidential Uncertainty

    Faculty of Computing, Harbin Institute of Technology

  8. Resolution-Aware Experimental Design under Partial Identifiability

    Sep 3, 2026Sofianos Panagiotis FotiasBayesian Experimental DesignIdentifiability

    National Technical University of Athens

  9. CatchBench: When Can an Agent Failure Be Caught?

    Aug 24, 2026Yue Zhao, Mengyuan Li, Ruolin Li +5Model AuditingEvidential Uncertainty

    University of Southern California · Carnegie Mellon University · AWS Agentic AI +3

  10. ELVAE: Evidential Learning-Based Variational Autoencoder for Uncertainty-Aware Generation

    Aug 11, 2026Ge WangEvidential Uncertainty

    Biomedical Imaging Center, Rensselaer Polytechnic Institute, Troy, New York, USA

  11. Conformal Fusion Under Missing Modalities

    Aug 7, 2026Alireza MoayedikiaMissing ModalitiesMultimodal Fusion

    Department of Business Technology and Entrepreneurship Swinburne University of Technology Hawthorn, VIC 3122, Australia

  12. Evidential Rule Learning for Interpretable Classification with Abstention

    Aug 6, 2026Javier Fumanal-Idocin, Javier Andreu-PerezEvidential UncertaintyInterpretability

    School of Computer Science and Electronic Engineering University of Essex, Colchester CO4 3SQ, UK

  13. The Ignition Is Real, and It Lives at the Readout: Latent composition, difficulty-clocked ignition, and the interface-constituted commit in a recurrent-depth reasoner

    Aug 4, 2026Simon Lam-MuirEfficient Latent ReasoningReadout

    Prime Calibre, Australia

  14. What Language Does and What the Evidence Supports: A Functional Role Taxonomy and Evidence Audit of Language Grounding in Embodied Agents

    Aug 4, 2026Yifan Guo, Chenghao Li, Zhu Wang +6Multilingual AgentsEmbodied

    Northwestern Polytechnical University · University of Electronic Science and Technology of China

  15. ELECTRIC: Evidential Learning-Enhanced CT Reconstruction via Iterative Correction

    Jul 27, 2026Ge WangImage ReconstructionEvidential Uncertainty

    Department of Biomedical Engineering Department of Electrical, Computer and Systems Engineering Department of Computer Science Rensselaer Polytechnic Institute, Troy, New York, USA

  16. What AI Red-Team Evaluations Can and Cannot Prove

    Jul 23, 2026Bandana KaurArtificial Intelligence EvaluationSafety Benchmarks

    APIsec Research Labs

  17. HierarchicalDAEW: Domain-Aware Edge-Weighted Graph Convolution with Evidential Uncertainty for Multi-Section Spatial Gene Expression Prediction from H&E Histology

    Jul 23, 2026Kritanu Chattopadhyay, Soumya Chatterjee, Ondrej Krejcar +1Spatial TranscriptomicsDigital Pathology

    Department of Mechanical Engineering, National Institute of Technology Durgapur,, Durgapur, 713209, West Bengal, India · Department of Electrical Engineering, National Institute of Technology Durgapur,, Durgapur, 713209, West Bengal, India · Research Center, Skoda Auto University, Na Karmeli 1457, Mlada Boleslav, 293 01,, Czech Republic +1

  18. Should Missing Modalities Always Be Necessary to Repair for Multi-modal Sentiment Analysis?

    Jul 19, 2026Yubo Gao, Haotian Wu, Xiaoyu Xu +9Multimodal Sentiment AnalysisMissing Modalities

    The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology · Nanyang Technological University +2

  19. Adapting Evidential Neural Networks to Test-Time Neighbor Fusion Improves Molecular Property Prediction

    Jul 13, 2026Cameron Gruich, Weichi Yao, Yixin Wang +1Molecular Property PredictionEvidential Uncertainty

    Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109-2136, USA · Department of Statistics, University of Michigan, Ann Arbor, Michigan 48109-1107 USA

  20. EvidentialRAG: Quantifying and Mitigating Information Conflict in Multi-Source Retrieval-Augmented Generation via Evidential Deep Learning

    Jul 11, 2026S M Asif Hossain, Ruksat Khan Shayoni, M. F. MridhaMultimodal Retrieval Augmented GenerationEvidential Uncertainty

    aSchool of Computing, Wichita State University, Kansas, USA · bDepartment of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh

  21. Validity of LLMs as data annotators: AMALIA on authority

    Jul 9, 2026Manuel PitaHuman AnnotatorsValidation

    Artificial Intelligence, Social Interaction and Complexity Laboratory · CICANT, Universidade Lusófona

  22. TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

    Jul 7, 2026Fadi Abdeladhim Zidi, Salah Eddine Bekhouche, Abdellah Zakaria Sellam +3SeverityMultimodal Clinical Data

    Institute of Applied Sciences and Intelligent Systems (ISASI), CNR, 73100 Lecce, Italy · Department of Computer Science and Artificial Intelligence, University of the Basque Country (UPV/EHU), Spain · University of Salento, 73100 Lecce, Italy

  23. CHARLIE: An On-Premise Multi-Agent Retrieval-Augmented Generation System for Evidential Reasoning in Forensic Science

    Jul 1, 2026Leandro D. Carneiro, Andre L. S. Meirelles, Juliano de A. Gomes +1Digital ForensicsAgentic Retrieval-Augmented Generation Systems

    Forensic Institute, Civil Police of Federal District, Brazil · University of Brasília, Brazil

  24. Towards Generalizable and Evidential Nuclear Magnetic Resonance-Based Molecular Structure Elucidation via Large Language Model Agent

    Jun 29, 2026Zheng Fang, Chen Yang, Yusen Tan +9MoleculesLarge Language Model Agents

    Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · The University of Hong Kong, Hong Kong, China · 3StateUniversity,Key Xiamen,LaboratoryChinaof Physical Chemistry of Solid Surface, College of Chemistry and Chemical Engineering, Xiamen +6

  25. Manufactured Confidence: How Memory Consolidation Turns Hearsay into Confident Facts

    Jun 28, 2026Alex KwonConfabulationFacts

    Independent Researcher

  26. ELDiff: When Evidential Learning Meets Text-to-Image Diffusion

    Jun 18, 2026Qingtao Pan, Kai Ye, Zhihao Dou +2Text-To-Image Diffusion ModelsText-To-Image

    Shandong University, Jinan, Shandong, China · Case Western Reserve University, Cleveland, OH, USA

  27. Variational Inference for Evidential Deep Learning

    May 26, 2026Jiawei Tang, Xinyan Du, Hui Liu +2Evidential UncertaintyVariational Inference

    School of Computer Science and Engineering Southeast University Nanjing 210096, China · School of Computing Information Sciences Saint Francis University2026 Hong Kong SAR, China · CityDepartmentUniversityof Computerof Hong KongScience Hong Kong SAR, China

  28. Generalized Evidential Deep Learning: From a Bayesian Perspective

    May 25, 2026Yuanye Liu, Yibo Gao, Yuanyang Chen +1Evidential UncertaintyUncertainty-Aware Classification

    School of Data Science, Fudan University, Shanghai, China.

  29. Plug-in Losses for Evidential Deep Learning: A Simplified Framework for Uncertainty Estimation that Includes the Softmax Classifier

    May 21, 2026Berk Hayta, Hannah Laus, Simon Mittermaier +1Evidential UncertaintyUncertainty-Aware Classification

    TU Munich · TU Munich & MCML · Infineon Technologies +1

  30. Trust It or Not: Evidential Uncertainty for Feed-Forward 3D Reconstruction with Trust3R

    May 19, 2026Zihao Zhu, Wenyuan Zhao, Nuo Chen +2Feed-Forward 3D ReconstructionRobust Geometric Model Estimation

    Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX, USA

  31. Concept-Guided Noisy Negative Suppression for Zero-Shot Classification and Grounding of Chest X-Ray Findings

    May 19, 2026Chenyu Lian, Hong-Yu Zhou, Chun-Ka Wong +1Chest X-RayAdaptive Boundary Suppression

    The Center for Smart Health, School of Nursing, the Hong Kong Polytechnic University, Hong Kong, China · Research Institute for Smart Ageing, the Hong Kong Polytechnic University,2026 Hong Kong, China · School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University, Beijing, China +1

  32. BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation

    May 17, 2026Yuhan Xie, Chen Lyu, Jingrong HuangFederated LearningBalanced Learning

    Shanghai University of Finance and Economics, China · MoE Key Laboratory of Interdisciplinary Research of Computation and Economics, China.

  33. Evidential Information Fusion on Possibilistic Structure

    May 16, 2026Qianli Zhou, Ye Cui, Zhen Li +2Evidence FusionEvidential Uncertainty

    School of Electronics and Information, Northwestern Polytechnical University, Xi’an 710072, China · Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB T6G 1H9, Canada · China Mobile Information Technology Center, Beijing, 100029, China +4

  34. Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation

    May 14, 2026Joshua C. Yang, Maurice Flechtner, Damian Dailisan +1DeliberationLarge Language Model Decisions

    ETH Zurich · ETH Zurich and Centre for Democracy Studies Aarau, University of Zurich · Massachusetts Institute of Technology

  35. Evidential Reasoning Advances Interpretable Real-World Disease Screening

    May 14, 2026Chenyu Lian, Hong-Yu Zhou, Jing QinScreeningDisease

    The Center for Smart Health, School of Nursing, the Hong Kong Polytechnic University, Hong Kong, China · Research Institute for Smart Ageing, the Hong Kong Polytechnic University, Hong Kong, China · School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University, Beijing, China

  36. Position: Behavioural Assurance Cannot Verify the Safety Claims Governance Now Demands

    May 14, 2026Pratinav Seth, Vinay Kumar SankarapuSafety ClaimsArtificial Intelligence Governance

    Lexsi Labs

  37. Principle-Guided Supervision for Interpretable Uncertainty in Medical Image Segmentation

    May 9, 2026An Sui, Yuzhu Li, Gunter Schumann +2Semi-Supervised Medical Image SegmentationUncertainty-Aware Classification

    School of Data Science, Fudan University, Shanghai, China · Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China · National Heart and Lung Institute, Imperial College London, London, United Kingdom

  38. Change My View? The Dynamics of Persuasion and Polarization in Online Discourse

    May 8, 2026David Freeborn, Malihe Alikani, Anthony SiciliaPersuasionIdeology

  39. Probabilistic Dating of Historical Manuscripts via Evidential Deep Regression on Visual Script Features

    May 7, 2026Ranjith ChodavarapuHistorical ManuscriptsPixel-Level Prediction

    Kent State University

  40. Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval

    May 7, 2026Jun Li, Peifeng Lai, Xuhang Lou +5Fine-Grained Video UnderstandingMultimodal Retrieval

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Peng Cheng Laboratory, Shenzhen, China · Harbin Institute of Technology, Shenzhen, China

  41. GEM-FI: Gated Evidential Mixtures with Fisher Modulation

    May 5, 2026Marco Mustafa Mohammed, Fatemeh Daneshfar, Pietro LiòEvidential UncertaintyDynamic Epistemic Logic

    Department of Computer Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran

  42. State Representation and Termination for Recursive Reasoning Systems

    May 2, 2026Debashis Guha, Amritendu Mukherjee, Sanjay Kukreja +1Large Reasoning ModelsEvidential Uncertainty

    S P Jain School of Global Management · Indian Statistical Institute · eClerx Services Ltd.

  43. Uncertainty-Aware Pedestrian Attribute Recognition via Evidential Deep Learning

    Apr 29, 2026Zhuofan Lou, Shihang Zhang, Fangle Zhu +2Pedestrian DetectionUncertainty-Aware Classification

    College of Electronics and Information Engineering, Sichuan University, China

  44. UAU-Net: Uncertainty-aware Representation Learning and Evidential Classification for Facial Action Unit Detection

    Apr 23, 2026Yuze Li, Zhilei LiuUncertainty-Aware ClassificationUnsupervised Detection

    School of Artificial Intelligence Tianjin University Tianjin, China

  45. EviDep: Uncertainty-Aware Multimodal Depression Estimation via Disentangled Evidential Learning

    Apr 17, 2026Fangyuan Liu, Sirui Zhao, Yangsong Zhang +5DepressionEvidential Uncertainty

    School of Computer Science and Technology, University of Science and Technology of China, Hefei, China · aSchool of Computer Science and Technology, University of Science and Technology of China, Hefei, China · bSchool of Computer Science and Technology, Laboratory for Brain Science and Artificial Intelligence, Southwest University of Science and Technology, Mianyang, China +1

  46. Evidential Perfusion Physics-Informed Neural Networks with Residual Uncertainty Quantification

    Mar 10, 2026Junhyeok Lee, Minseo Choi, Han Jang +5Parametric Physics-Informed Neural NetworkUncertainty Quantification

    Cancer Biology, Seoul National University College of Medicine, Seoul, Korea · Radiology, Seoul National University Hospital, Seoul, Korea · Bioengineering, Seoul National University, Seoul, Korea +3

  47. Density-Informed Pseudo-Counts for Calibrated Evidential Deep Learning

    Feb 1, 2026Pietro Carlotti, Nevena Gligić, Arya FarahiEvidential UncertaintyUncertainty-Aware Classification

    Department of Statistics and Data Sciences University of Texas at Austin

  48. Toward Efficient Uncertainty in LLMs through Evidential Knowledge Distillation

    Jul 24, 2025Lakshmana Sri Harsha Nemani, P. K. Srijith, Tomasz KuśmierczykLarge Language Model UncertaintyUncertainty-Aware Classification

    Department of Computer Science and Engineering, Indian Institute of Technology Hyderabad, India · Jagiellonian University, Faculty of Mathematics and Computer Science, Kraków, Poland

  49. SCREP: Scene Coordinate Regression and Evidential Learning-based Perception-Aware Trajectory Generation

    Jul 10, 2025Juyeop Han, Lukas Lao Beyer, Guilherme V. Cavalheiro +1Sequential Visual LocalizationAutonomous Navigation

    Laboratory for Information and Decision Systems (LIDS), Massachusetts Institute of Technology, Cambridge, MA 02139, USA