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. InCarEmo: A Multimodal Dataset for In-Cabin Emotion Recognition and Driver State Monitoring

    Jul 16, 2026Hao Yang, Yanyan Zhao, Kewei Zhao +11Multimodal RobustnessMultimodal Emotion Recognition

    Harbin Institute of Technology · SERES

  2. Automatic Hard Example Synthesis with Multi-Level Agentic Data Curation

    Jul 15, 2026Genglin Liu, Muye Zhang, Krishnamurthy Viswanathan +5Multimodal RobustnessAdversarial Scenario Generation

    1UCLA · *Work done as a student researcher at Google. · 2Google

  3. Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challenge

    Jul 15, 2026Marta Moscati, Muhammad Saad Saeed, Marina Zanoni +9Missing-Modality LearningMultimodal Robustness

    Institute of Computational Perception, Johannes Kepler University Albatross AI Linz, Austria · University of Michigan-Flint Flint, United States of America · BDO DIGITAL Gmbh Düsseldorf, Germany +5

  4. 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

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

    Jul 12, 2026Haoran Ma, Yinfeng Yu, Liejun WangMultimodal RobustnessUncertainty-Aware Multimodal Fusion

    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

  6. Multimodal Routing for Interpretable, Robust, and Auditable Clinical Prediction

    Jul 10, 2026Nikkie Hooman, Zhongjie Wu, Eric C. Larson +1Multimodal RobustnessClinical Prediction

    Southern Methodist University Dallas, USA

  7. ShapKO: Shapley-Adaptive Modality Knockout for Robust Multimodal Learning

    Jul 10, 2026Nusrat Binta Nizam, Fengbei Liu, Sunwoo Kwak +3Missing-Modality LearningMultimodal Robustness

    Cornell University, New York, NY, USA · Cornell Tech, New York, NY, USA · Weill Cornell Medicine, New York, NY, USA

  8. VSRo-200: A Romanian Visual Speech Recognition Dataset for Studying Supervision and Multimodal Robustness

    Jul 9, 2026Iulia-Maria Udrea, Alexandra Diaconu, Bogdan AlexeMultimodal RobustnessVisual Speaker Recognition

    Department of Computer Science, University of Bucharest

  9. Two-Stage Multi-Modal Fusion with Adaptive Alignment for Action Quality Assessment

    Jul 8, 2026Kanglei Zhou, Ruizhi Cai, Xinning Wang +4Multimodal RobustnessCross-Modal Alignment

    Dept. of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China · State Key Lab of Virtual Reality Technology and Systems, Beihang University, Beijing, China · Dept. of Rheumatology and Immunology, Children’s Hospital, Capital Institute of Pediatrics, Beijing, China

  10. General Incomplete Multimodal Learning via Dynamic Quality Perception

    Jul 8, 2026Xiangyu Meng, Shicai WeiMissing-Modality LearningMultimodal Robustness

    University of Electronic Science and Technology of China

  11. HoloCount: A Holistic Visual Counting Benchmark for MLLMs

    Jul 7, 2026Jinhong Deng, Limeng Qiao, Guanglu WanMultimodal RobustnessObject Counting

    Meituan

  12. Benchmarking the Robustness of Autonomous Driving to Environmental Illusions: A Lane Perception Perspective

    Jul 7, 2026Tianyuan Zhang, Xianglong Liu, Aishan Liu +6Autonomous Driving BenchmarksVLM Robustness

    SKLCCSE, the School of Computer Science and Engineering, Beihang University, Beijing 100191, China · School of Cyber Science and Technology, Sun Yat-sen University, Shenzhen 518107, China · Henan University of Science and Technology, Luoyang 471023, China +2

  13. InfraNet: Quality-Aware RGB Guidance for Efficient Infrared Object Detection

    Jul 4, 2026Zichao Feng, Haodong Zhu, Jingying Yang +8Efficient Multimodal InferenceMultimodal Robustness

    Beihang University, Beijing, China · Zhongguancun Academy, Beijing, China · Communication University of China, Beijing, China +1

  14. CoRE-VLA: Towards Scalable and Robust Vision-Language-Action Modeling via Conditional Routing of Experts

    Jul 4, 2026Haozhe Zhang, Sixian Li, Yifei Zhang +5Multimodal RobustnessLanguage-Conditioned Robot Manipulation

    Zhejiang University · Shanghai Innovation Institute · Fudan University +2

  15. C3C^3ASD: Multi-Level Consistency-Driven Representation Learning

    Jul 3, 2026Jin Hong, Jisoo Park, Junseok KwonMultimodal RobustnessAudio-Visual Representation Learning

    Chung-Ang University, Seoul, Republic of Korea

  16. Learning from Reliable Latent Prompts for Visual Recognition with Missing Modalities

    Jun 29, 2026Taixi Chen, Nancy GuoMissing-Modality LearningPrompt Learning

    School of Computing State University of New York at Binghamton

  17. Set-Inclusive Uncertainty Modeling for Robust Brain Tumor Segmentation

    Jun 29, 2026Seunghun Baek, Jihwan Park, Jaeyoon Sim +3Representation LearningMultimodal Robustness

    Pohang University of Science and Technology, Pohang, South Korea

  18. Residual-Guided Expert Specialization for Incomplete Multimodal Learning

    Jun 29, 2026Seunghun Baek, Jihwan Park, Jaeyoon Sim +3Missing-Modality LearningMultimodal Robustness

    Pohang University of Science and Technology (POSTECH), South Korea

  19. Consistency as Inductive Bias: Learning Cross-View Invariance for Robust Multimodal Reasoning

    Jun 29, 2026Xin Zou, Haolin Deng, Yibo Yan +6Multi-View ConsistencyMultimodal Robustness

    HKUST (GZ) · HKUST · UIC +1

  20. AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identification

    Jun 28, 2026Chuxiao Zuo, Yao Zhu, Minqiang Xu +3Multimodal RobustnessSpeech Processing

    Honor Device Co., Ltd Nanjing, China · Honor Device Co., Ltd Shanghai, China

  21. Cross-view Multimodal Vision-Based Assessment Framework for Traditional Chinese Medicine Rehabilitation Training

    Jun 26, 2026Francis Xiatian Zhang, Hao Yao, Shengxuan Chen +4Multimodal RobustnessHealthcare

    Department of Computer Science, Durham University, UK · Institute for Regeneration and Repair, The University of Edinburgh, UK · Ningbo Hospital of Traditional Chinese Medicine, Ningbo, China +2

  22. RPM-Distill: Physiology-guided Adaptive Cross-modal Distillation for Robust Remote Physiological Measurement

    Jun 26, 2026Jiyao Wang, Qingyong Hu, Duoxun Tang +3Remote PhotoplethysmographyCross-Modal Knowledge Distillation

    McGill University, Montreal, Canada · Hong Kong University of Science and Technology, Hong Kong, China · Tsinghua University, Shenzhen, China +1

  23. Active Adversarial Perturbation-driven Associative Memory Retrieval for RGB-Event Visual Object Tracking

    Jun 24, 2026Xiao Wang, Xufeng Lou, Zikang Yan +5Event-Based VisionMultimodal Robustness

    School of Electronic and Computer Engineering, Shenzhen Graduate School, Peking University, China

  24. Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models

    Jun 24, 2026Akshay Paruchuri, Sanmi Koyejo, Ehsan AdeliMultimodal RobustnessLLM Auditing

    Stanford University

  25. Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection

    Jun 24, 2026Ching-Hao Chiu, Hao-Wei Chung, Gelei Xu +7Multimodal RobustnessMedical VLMs

    University of Notre Dame, Notre Dame, IN, USA. · IBM Research, Yorktown Heights, NY, USA. · Department of Cardiology, Boston Children’s Hospital, Boston, MA, USA. +2

  26. ADM-Fusion: Adaptive Deep Multi-Sensor Fusion for Robust Ego-Motion Estimation in Diverse Conditions

    Jun 23, 2026Hasan Moughnieh, Ibrahim Ghaddar, Hadi Elham +2Multimodal RobustnessMixture of Experts

    Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon. · Department of Mechanical Engineering, American University of Beirut, Beirut, Lebanon.

  27. FUSE: Frequency-domain Unification and Spectral Energy Alignment for Multi-modal Object Re-Identification

    Jun 18, 2026Xuanhao Qi, Tom H. Luan, Yukang Zhang +4Cross-Modal Representation LearningMultimodal Robustness

    School of Cyber Science and Engineering, Xi’an Jiaotong University, Xi’an, China · School of Informatics, Xiamen University, Xiamen, China · National University of Singapore, Singapore

  28. Learning Robust Pair Confidence for Multimodal Emotion-Cause Pair Extraction

    Jun 17, 2026Zhuangzhuang Pan, Ning Dong, Yingna Su +1Pairwise Preference LearningMultimodal Robustness

    Institute for Advanced Studies Universiti Malaya Kuala Lumpur 50603, Malaysia · School of Information Engineering Suqian University Suqian 223800, China · Digitization Department Suzhou University of Technology Suzhou 215500, China

  29. Domain Generalizable Adaptation of 3D Vision-Language Models via Regularized Fine-Tuning

    Jun 16, 2026Sneha Paul, Zachary Patterson, Nizar BouguilaMultimodal RobustnessVLM Adaptation

    Concordia University, Canada

  30. Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis

    Jun 15, 2026Jingyu Hu, Giuseppe Tripodi, Reed Naidoo +2Computational PathologyMultimodal Robustness

    The Alan Turing Institute, London, United Kingdom · University of Manchester, Manchester, United Kingdom · The Institute of Cancer Research, London, United Kingdom +1