Reliability-Aware Multimodal Fusion

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22 papers4 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

  1. Reliability-Aware Probabilistic Fusion for Multimodal Learning with Incomplete Evidence

    Oct 21, 2026Patitapaban Palo, Abhisek Tiwari, Mattia Carletti +3Reliability-Aware Multimodal FusionUncertainty-Aware Multimodal Fusion

    Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, UK

  2. RGB--Event Object Detection Across Operating Frequencies via Reliability-Supervised Routing and Asymmetric-Resolution Fusion

    Oct 19, 2026Peijun Shi, Jiannan Zhao, Xiujin Zhu +3RGB-Event Sensor FusionReliability-Aware Multimodal Fusion

    Department of Electrical Engineering, Faculty of Engineering, Universiti Malaya, 50603 Lembah Pantai, Kuala Lumpur, Malaysia. · School of Electrical Engineering, Guangxi University, Nanning 530004, China · Computational Intelligence Laboratory, School of Computer Science, University of Lincoln, Lincoln LN6 7TS, U.K.

  3. Reliability-Aware Multimodal Sentiment Prediction Under Local Modality Missingness

    Oct 14, 2026Minghao Kong, Deng Yao, Xi Zhang +4Multimodal Sentiment AnalysisMissing-Modality Learning

    School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen, China · Department of Network Intelligence, Pengcheng Laboratory, Shenzhen, China · School of Mathematics, Sun Yat-sen University, Guangzhou, China +1

  4. Source-Learned Reliance for Selective Test-Time Adaptation of Multimodal Time Series

    Oct 5, 2026Payal Mohapatra, Yueyuan Sui, Haodong Yang +3Missing-Modality LearningTest-Time Adaptation

    Arm Inc., USA · Northwestern University, USA

  5. ReH-FUSE: Reliability-Aware Hierarchical Fusion of Experts for Multimodal Emotion Recognition in Conversation

    Sep 12, 2026Guan-Hua Wen, Hou-Chiang Tseng, Kuan-Yu ChenEmotion Recognition in ConversationsMultimodal Emotion Recognition

    National Taiwan University of Science and Technology, Taipei, Taiwan

  6. RAMamba-Net: A Reliability-Aware and Mamba-Based Multimodal Fusion Network for Auditory Attention Detection

    Sep 10, 2026Xingyi He, Ziwei Wang, Dongrui WuNeural DecodingEEG Decoding

    School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, China

  7. RiVaT-Fuse: Reliability-Calibrated Variational Tensor Fusion with Matrix-Valued Trust for Multimodal Prediction under Modality Uncertainty

    Sep 9, 2026Yingfan Xu, Tieming Liu, Ye LiangMultimodal RobustnessUncertainty-Aware Multimodal Fusion

    School of Industrial Engineering and Management Oklahoma State University · Department of Statistics, Oklahoma State University

  8. A Confidence-Aware Multimodal Fusion Framework for Industrial Human-Robot Collaboration

    Sep 9, 2026Xinyu Liu, Qiqi Dong, Boya Jia +2Intent ClassificationHuman-Robot Collaboration

  9. NeoTriFuse: Reliability-Aware Multimodal Fusion under Missingness Heterogeneity for Neonatal Mortality Risk Prediction

    Aug 26, 2026Jiyuan Tian, Qincheng Shen, Ye Lin +2Reliability-Aware Multimodal FusionMortality Prediction

    Discipline of Business Analytics, The University of Sydney, Sydney, Australia · Molly Wardaguga Institute for First Nations Birth Rights, Charles Darwin University, Darwin, Australia

  10. Conformal Fusion Under Missing Modalities

    Aug 7, 2026Alireza MoayedikiaMissing-Modality LearningGroup-Conditional Conformal Prediction

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

  11. TIER-MoE: Trust-Informed Expert Routing via Conditional Modality Risk for Multimodal Fusion in Biomedical Classification

    Jul 29, 2026Yu Chang, Anzhe Cheng, Chenwei Wu +7Sparse Mixture-of-ExpertsMultimodal Classification

    University of Southern California · University of Michigan · 3The University of British Columbia +1

  12. Trust Before Fusion: QIMG-7 and Source-Aware Resolution for Polluted Multimodal RAG

    Jul 12, 2026Saadeldine Eletter, Owais Aijaz, Preslav NakovMultimodal RAGRetrieval-Augmented Generation

    Mohamed bin Zayed University of Artificial Intelligence

  13. MRUF: Multi-granularity Routing with Uncertainty-Aware Fusion for Robust Multimodal Sentiment Analysis

    Jul 12, 2026Haoran Ma, Yinfeng Yu, Liejun WangMultimodal Sentiment AnalysisMultimodal Robustness

    School of Computer Science and Technology, Xinjiang University, Urumqi 830017, China. · Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing. · Xinjiang Multimodal Intelligent Processing and Information Security Engineering Technology Research Center. +2

  14. When Does Quality-Aware Multimodal Fusion Matter? A Leakage-Safe Diagnostic for Decision-Level Dependence

    Jun 25, 2026Jaden Moon, Arvind Pillai, Andrew CampbellUncertainty-Aware Multimodal FusionMultimodal Fusion

    Dartmouth College, United States

  15. Multi-FRuGaL: Multimodal Flexible Redundancy-aware Decomposed Gated Learning for Cancer Diagnosis and Prognosis

    Jun 5, 2026Sanket Kachole, Siddhesh Thakur, Shubham Innani +4Missing-Modality LearningCancer Survival Prediction

    Division of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA · IU Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN, USA · Departments of Biostatistics and Health Data Science; Radiology and Imaging Sciences; Neurological Surgery; Indiana University School of Medicine, Indianapolis, IN, USA +1

  16. IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems

    Jun 4, 2026Tao Zhong, Jiajun Deng, Nikita Kuzmin +6Spoken Dialogue SystemsMultimodal Fusion

    The Chinese University of Hong Kong, China · AudioLab Hong Kong, Huawei Leibniz Research Center, China · Nanyang Technological University, Singapore

  17. Reusing Fusion-Time Spectral Reliability for Adaptive Fusion and Expert Routing in RGB-Infrared Object Detection

    May 31, 2026Yefeng WuMultimodal RobustnessAdaptive Model Routing

  18. Geometry-based Schrödinger Bridges for Trustworthy Multimodal Fusion

    May 29, 2026Jiayu Xiong, Jing Wang, Qi Zhang +2Multimodal RobustnessMultimodal Fusion

    Department of Computer Science and Techonology, Huaqiao University · Xiamen Key Laboratory of Computer Vision and Pattern Recognition, Huaqiao University · Tongji University +1

  19. VISAFF: Speaker-Centered Visual Affective Feature Learning for Emotion Recognition in Conversation

    May 18, 2026Linan ZHU, Zihao Zhai, Xiao Han +4VLM AdaptationEmotion Recognition in Conversations

    1Zhejiang University of Technology · 2ETH Zurich, Switzerland

  20. RACANet: Reliability-Aware Crowd Anchor Network for RGB-T Crowd Counting

    Apr 27, 2026Jinghao Shi, Mengqi Lei, Kunliang He +3Cross-Modal AlignmentCrowd Counting

    School of Computer Science, China University of Geosciences, Wuhan, Wuhan, China

  21. RSGMamba: Reliability-Aware Self-Gated State Space Model for Multimodal Semantic Segmentation

    Apr 14, 2026Guoan Xu, Yang Xiao, Guangwei Gao +3Multimodal Semantic SegmentationSemantic Segmentation

    Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW 2007, Australia · PCA Lab, Key Laboratory of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · Bionic Vision Systems Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China +2

  22. Context-specific Credibility-aware Multimodal Fusion with Conditional Probabilistic Circuits

    Mar 27, 2026Pranuthi Tenali, Sahil Sidheekh, Saurabh Mathur +3Multimodal RobustnessUncertainty-Aware Multimodal Fusion

    †The University of Texas at Dallas · §Department of Computer Science , TU Darmstadt · ‡Air Force Research Lab