Multimodal Robustness

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22 papers in the last four weeks, up 120% on the four weeks before. 0.2% of all new papers.

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  1. Targeted Modality Dropout for Real-Robot Manipulation Robust to Intermittent Vision Loss

    Oct 7, 2026Genki Shikada, Kazuki Osamura, Masaru Ide +2Missing-Modality LearningMultimodal Robustness

    Fujitsu Limited, Kanagawa 211-8588, Japan. · Faculty of Science and Engineering, Waseda University, Tokyo 169-8050, Japan. · National Institute of Advanced Industrial Science and Technology, Tokyo 100-8921, Japan.

  2. Beyond Perturbation Magnitude: Direction-Dependent Responses in Multimodal Geometric Representations

    Oct 6, 2026Yongsheng Luo, Wengan He, Yu Li +2Neural Representation GeometryMultimodal Robustness

    Zhuhai College of Science and Technology, Zhuhai, China · Zhuhai UNO Technology Co., Ltd., Zhuhai, China

  3. MacJEPA: Missingness-Robust Audio-Visual Recognition from Untrimmed Egocentric Videos

    Oct 6, 2026Souptik Sen, Zahra AhmadiMissing-Modality LearningAudio-Visual Understanding

    Peter L. Reichertz Institute for Medical Informatics, Hannover Medical School, Germany · Lower Saxony Center for Artificial Intelligence and Causal Methods in Medicine (CAIMed), Hannover, Germany

  4. Dynamic Alignment and Calibration for Multimodal Learning

    Oct 6, 2026Jinghao Xu, Zhenhua Guo, Xiaofeng Zhu +1Multimodal RobustnessCross-Modal Alignment

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu,China · Tianyijiaotong Technology Ltd.,China · School of Computer Science and Technology, Hainan University, Haikou, China

  5. 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

  6. SAFE-MR: Evidence Sufficiency Learning for Selective Multimodal Rumor Detection

    Oct 5, 2026Shiwen NiMultimodal RobustnessSelective Prediction

    Artificial Intelligence Research Institute, Shenzhen University of Advanced Technology

  7. OP-CAD: On-Policy Clean-Audio Distillation for Robust Audio-Visual Reasoning

    Sep 30, 2026Xingming Shui, Dapeng Chen, Bowei Liu +5Audio-Visual UnderstandingMultimodal Robustness

    Tsinghua Shenzhen International Graduate School, Tsinghua University · Independent Researcher

  8. TSMD: Temporal-Stream Modality Dropout for Robust Video Highlight Detection

    Sep 30, 2026Bo-Yuan Cheng, Kuan-Yu Chen, Po-Han Huang +2Missing-Modality LearningMultimodal Robustness

    AI Research Center, Inventec Corporation, Taiwan · Graduate Institute of Communication Engineering, National Taiwan University, Taiwan

  9. ChartDensity-Bench: Benchmarking MLLMs for Numerical Data Reconstruction under Visual Density

    Sep 30, 2026Xinhe Wu, Yadong JinMultimodal RobustnessChart Data Extraction

    iSoftStone AI Research Lab (ISSAIR) iSoftStone Beijing, China

  10. End-to-End Self-Supervised RGB-T Tracking without Modality Misleading

    Sep 29, 2026Shenglan Li, Rui Yao, Kunyang Sun +4Multimodal RobustnessVisual Object Tracking

    School of Computer Science and Technology / School of Artificial Intelligence, China University of Mining and Technology, China. · Mine Digitization Engineering Research Center of the Ministry of Education, China. · University of Auckland, Auckland, New Zealand. +1

  11. Repair Before You Fuse: Frozen-Host Adaptation for Corrupted-but-Present Sensors

    Sep 28, 2026Gia-Huy Thai, Quang-Thinh Ly, Anh-Minh Phan +1Lidar-Based 3D Object DetectionMultimodal Robustness

    University of Science, VNU-HCM, Ho Chi Minh City 700000, Vietnam · Michigan State University, East Lansing, MI 48824, USA · Center for Environmental Intelligence, VinUniversity, Hanoi 100000, Vietnam +1

  12. Multimodal LLMs Outperform Pathology Foundation Models in Cross-Domain Histological Similarity

    Sep 26, 2026Yishu Zhang, Yun Li, Daiwei ZhangMultimodal RobustnessMultimodal Large Language Models

    University of North Carolina at Chapel Hill

  13. SemMSA: Latent Semantic-Aided Robust Multimodal Sentiment Analysis with Incomplete Data

    Sep 24, 2026Wenhao Li, Zhibin Wu, Chong Xiao +1Missing-Modality LearningMultimodal Robustness

    Software School, Shandong University · Shenzhen Loop Area Institute

  14. TraceGuard: Adaptive Multimodal Poison Filtering through Cross-Feature Rank Agreement

    Sep 24, 2026Haoyang Li, Yaxin Xiao, Linyan Dai +5Multimodal RobustnessBackdoor Attacks on VLMs

    The Hong Kong Polytechnic University · Commonwealth Scientific and Industrial Research Organisation (CSIRO)

  15. Small Cues, Big Consequences: Learning Pivotal Cues for Multimodal Meme Classification

    Sep 22, 2026Akshit Sharma, Prashant W. PatilMultimodal RobustnessCross-Modal Alignment

    CVPR Lab, MFSDSAI Indian Institute of Technology Guwahati

  16. ROAM-ASD: Robust Open-World Active Speaker Detection with Flexible Multimodal Fusion

    Sep 22, 2026Pu Wang, Hugo Van hammeAudio-Visual UnderstandingMultimodal Robustness

    KU Leuven, Department of Electrical Engineering, Leuven, Belgium

  17. Incentive Noise and Structural Prior Infusion for Multi-modal Object Re-Identification

    Sep 21, 2026Weixiang Zhou, Yuhao Wang, Xingguo Xu +4Multimodal RobustnessCross-Modal Alignment

    Dalian University of Technology, China · New York University, USA · Nanjing University of Science and Technology, China +1

  18. Towards robust multimodal 3D object detection via visual foundation models

    Sep 20, 2026Ziying Song, Lin Liu, Hongyu Pan +4Multimodal RobustnessVision Foundation Models

    School of Computer Science and Technology, Beijing Jiaotong University, Beijing 100044, China · Horizon Robotics, Beijing 100000, China · University of Macau, Macao 999078, China +1

  19. Multimodal Emergency Vehicle Classification via Audio-Visual Transformers and Knowledge Distillation

    Sep 15, 2026Vijay John, Amar DabajaMultimodal RobustnessMultimodal Classification

    Department of Mathematics and Computer Science Lawrence Technological University, Southfield, MI, USA

  20. Robust Fault Detection in Mechanical Multimodal Time Series via Self-Supervised Cross-Modal Reconstruction

    Sep 14, 2026Magnus Munk Jensen, Dorte Hammershøi, Rafał Wiśniewski +1Multimodal RobustnessIndustrial Anomaly Detection

    Automation and Control, Aalborg University, Aalborg, Denmark · Intelligent Maintenance and Operations Systems, EPFL, Lausanne, Switzerland

  21. Query-Conditioned Spherical Centroid Aggregation for Multimodal Retrieval

    Sep 14, 2026Ambuj Mehrish, Anindya Nag, Sebastiano VasconMultimodal RobustnessCross-Modal Retrieval

    Department of Environmental Science, Informatics and Statistics Ca’ Foscari University of Venice, Italy

  22. Sensory Precision Inference for Multimodal Arbitration under Uncertainty

    Sep 14, 2026Tin Mišić, Takato HoriiMultimodal RobustnessActive Inference

    The University of Osaka, Japan · IRCN, The University of Tokyo, Japan

  23. RA-SOD: Reliability-Aware RGB-T Salient Object Detection under Modality Degradation

    Sep 14, 2026Hongbo Gao, Zhengyu Li, Xueru Nie +4Multimodal RobustnessSalient Object Detection

    State Key Laboratory of Robotics and Systems, Harbin Institute of Technology, No. 92 West Dazhi Street, Nangang District, Harbin, Heilongjiang 150006, China · School of Computer Science, University of Sydney, Camperdown, Sydney, NSW 2006, Australia

  24. Robust small-molecule identification from incomplete, degraded, and inconsistent spectra using multimodal mixed-condition training

    Sep 13, 2026Bowen Gao, Lei Zhu, Yiying Wang +1Missing-Modality LearningMultimodal Robustness

    State Key Laboratory of Materials for Integrated Circuits, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, 865 Changning Road, Shanghai 200050, China

  25. Robust Multimodal Sentiment Analysis with Incomplete Modalities via Semantic-aware Completeness based Reconstruction

    Sep 12, 2026Han-Jun Choi, Byunggill Joe, Saim Shin +1Missing-Modality LearningMultimodal Robustness

    Korea Electronics Technology Institute (KETI) Seongnam, South Korea

  26. 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

  27. When Fusion Fails: Corruption-Aware Rebalanced Fusion for Multi-Modal Medical Image Segmentation

    Sep 9, 2026Yuchen Pei, Xiaoyu Hu, Yixiong Zou +5Cross-Modality Medical Image SegmentationMulti-Source Image Fusion

    Central China Normal University Wuhan, China · Huazhong University of Science and Technology Wuhan, China · Guangzhou University of Chinese Medicine Guangzhou, China +2

  28. CHIMERA Challenge Task 2 and 3: Response Subtypes Classification and Progression Survival Prediction in Bladder Cancer Patients using Multimodal Datasets

    Sep 8, 2026Catherine Chia, Tongjie Wang, Robert Spaans +12Multimodal RobustnessCancer Survival Prediction

  29. InSituMeasure: Probing Situated Measurement Grounding in Industrial Scenes with Multimodal Large Language Models

    Sep 3, 2026Chao Shen, Xinyuan Li, Yunfan Zhou +4Multimodal GroundingMultimodal Robustness

    Shanghai Key Laboratory of Scalable Computing and Systems · School of Computer Science, Shanghai Jiao Tong University · Qwen Team, Alibaba Group

  30. Residual Optimal Transport-Based Experts Collaboration Towards Modality-Aware Infrared-Visible Object Detection

    Sep 3, 2026Yue Zhao, Hua Yu, Yukun Zhao +6Missing-Modality LearningMultimodal Robustness

    School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi’an 710071, China · College of Computing and Data Science, Nanyang Technological University, Singapore · School of Electronics and Communication Engineering, Sun Yat-sen University, Guangzhou 510275, China +3