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. A Dialogue-Based Framework for Correcting Multimodal Errors in AI-Assisted STEM Education

    May 5, 2026Akshay Syal, Lawrence Swaminathan Xavier Prince, Evin Gultepe +2Multimodal RobustnessAI in Education

  2. Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration

    May 5, 2026Xun Jiang, Yufan Gu, Disen Hu +5Multimodal RobustnessModality Imbalance

    School of Computer Science and Technology, Tongji University · School of Computer Science and Engineering, University of Electronic Science and Technology of China · Independent Researcher +1

  3. Unified Multimodal Visual Tracking with Dual Mixture-of-Experts

    May 5, 2026Lingyi Hong, Jinglun Li, Xinyu Zhou +6Cross-Modal LearningMultimodal Robustness

    Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University

  4. LiDAR Teach, Radar Repeat: Robust Cross-Modal Navigation in Degenerate and Varying Environments

    May 4, 2026Renxiang Xiao, Yichen Chen, Yuanfan Zhang +5Multimodal RobustnessEmbodied Navigation

    School of Intelligence Science and Engineering, Harbin Institute of Technology, Shenzhen, China · School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China

  5. SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion

    May 2, 2026Zhaoyang Li, Zhichao You, Tianrui LiCross-Modal LearningPoint Cloud Completion

    School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China

  6. One Single Hub Text Breaks CLIP: Identifying Vulnerabilities in Cross-Modal Encoders via Hubness

    Apr 30, 2026Hiroyuki Deguchi, Katsuki Chousa, Yusuke SakaiCross-Modal LearningMultimodal Robustness

    NTT, Inc. · Nara Institute of Science and Technology

  7. State Beyond Appearance: Diagnosing and Improving State Consistency in Dial-Based Measurement Reading

    Apr 29, 2026Yuanze Hu, Gen Li, Yuqin Lan +5Multimodal RobustnessCross-Modal Alignment

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China · Beihang University, Beijing, China · Fudan University, Shanghai, China +1

  8. Robust Audio-Text Retrieval via Cross-Modal Attention and Hybrid Loss

    Apr 25, 2026Meizhu Liu, Matthew Rowe, Amit Agarwal +8Multimodal RobustnessMultimodal Embedding

  9. CognitiveTwin: Robust Multi-Modal Digital Twins for Predicting Cognitive Decline in Alzheimer's Disease

    Apr 24, 2026Bulent Soykan, Gulsah Hancerliogullari Koksalmis, Hsin-Hsiung Huang +1Alzheimer's DiseaseMultimodal Robustness

    Department of Mechanical, Industrial & Manufacturing Eng. The University of Toledo Toledo, OH, USA · Department of Industrial Eng. and Mngt. Systems University of Central Florida Orlando, FL, USA · Department of Statistics and Data Science University of Central Florida Orlando, FL, USA +1

  10. Dual Causal Inference: Integrating Backdoor Adjustment and Instrumental Variable Learning for Medical VQA

    Apr 22, 2026Zibo Xu, Qiang Li, Ke Lu +3Multimodal RobustnessMedical VQA

  11. PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving

    Apr 21, 2026Yining Pan, Shijie Li, Yuchen Wu +2Unsupervised Domain AdaptationMultimodal Robustness

    Singapore University of Technology and Design · Institute for Infocomm Research (I2R), A*STAR, Singapore

  12. Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration

    Apr 21, 2026Jinglin Xu, Yi Li, Chuxiong Sun +3Test-Time AdaptationProbability Calibration

    Institute of Software Chinese Academy of Sciences · University of Chinese Academy of Sciences · National Defense University

  13. Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective

    Apr 20, 2026Sijie Mai, Shiqin HanDisentangled Representation LearningCausal Representation Learning

    School of Computer Science, South China Normal University

  14. INTENT: Invariance and Discrimination-aware Noise Mitigation for Robust Composed Image Retrieval

    Apr 20, 2026Zhiwei Chen, Yupeng Hu, Zhiheng Fu +4Multimodal RobustnessLearning with Noisy Labels

    School of Software, Shandong University

  15. RemoteShield: Enable Robust Multimodal Large Language Models for Earth Observation

    Apr 19, 2026Rui Min, Liang Yao, Shiyu Miao +5Remote Sensing Image UnderstandingVLM Robustness

    1Hohai University · 2Nanjing University · 3Southeast University

  16. Adverse-to-the-eXtreme Panoptic Segmentation: URVIS 2026 Study and Benchmark

    Apr 18, 2026Yiting Wang, Nolwenn Peyratout, Tim Brodermann +13Image SegmentationPanoptic Segmentation

    Organizers of the URVIS 2026 Challenge

  17. Robust Multispectral Semantic Segmentation under Missing or Full Modalities via Structured Latent Projection

    Apr 17, 2026Irem Ulku, Erdem Akagündüz, Ömer Özgür TanrıöverMissing-Modality LearningRemote Sensing Image Segmentation

    Department of Computer Engineering, Ankara University, Ankara, Türkiye · Department of Modeling and Simulation, Graduate School of Informatics, METU, Ankara, Türkiye

  18. Watching Movies Like a Human: Egocentric Emotion Understanding for Embodied Companions

    Apr 17, 2026Ze Dong, Hao Shi, Zejia Gao +3Multimodal RobustnessEgocentric Video Understanding

    Nanyang Technological University, Singapore · Zhejiang University, China · Ant Group, China +1

  19. Towards Robust Endogenous Reasoning: Unifying Drift Adaptation in Non-Stationary Tuning

    Apr 17, 2026Xiaoyu Yang, En Yu, Wei Duan +1Multimodal RobustnessMultimodal Large Language Models

    Australian Artificial Intelligence Institute (AAII), Faculty of Engineering and Information Technology, University of Technology Sydney, Australia

  20. Backbone-Conditional Behavior of Modality Gating in Multi-Modal Prostate MRI Segmentation: A 5-Fold Cross-Validation and Gate Mechanism Analysis

    Apr 12, 2026Yongbo Shu, Wenzhao Xie, Shanhu Yao +4Missing-Modality LearningCross-Modality Medical Image Segmentation

    The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China · School of Life Sciences, Central South University, Changsha, 410013, Hunan, China · Hunan Provincial Key Laboratory of Medical Information Research (Central South University), Changsha, 410011, Hunan, China +2

  21. Unsafe by Reciprocity: How Generation-Understanding Coupling Undermines Safety in Unified Multimodal Models

    Mar 28, 2026Kaishen Wang, Heng HuangMultimodal RobustnessUnified Multimodal Models

    University of Maryland, College Park, MD 20742, USA

  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

  23. DecepGPT: Schema-Driven Deception Detection with Multicultural Datasets and Robust Multimodal Learning

    Mar 25, 2026Jiajian Huang, Dongliang Zhu, Zitong YU +4Multimodal RobustnessCross-Domain Generalization

    Great Bay University, China · Wuhan University, China · Dongguan Key Laboratory for Intelligence and Information Technology, China +1

  24. Dual-Modality Multi-Stage Adversarial Safety Training: Robustifying Multimodal Web Agents Against Cross-Modal Attacks

    Mar 4, 2026Haoyu Liu, Dingcheng Li, Lukas Rutishauser +1Adversarial TrainingMultimodal Robustness

    UC Berkeley, IEOR & BAIR · Google · Google Deepmind

  25. BiCLIP: Bidirectional and Consistent Language-Image Processing for Robust Medical Image Segmentation

    Feb 25, 2026Saivan Talaei, Fatemeh Daneshfar, Abdulhady Abas Abdullah +1Multimodal RobustnessMedical VLMs

    Department of Computer Engineering, University of Kurdistan, Sanandaj, Kurdistan, Iran · Artificial Intelligence and Innovation Center, University of Kurdistan, Erbil, Kurdistan, Iraq · Center for Machine Vision and Signal Analysis, University of Oulu, Oulu, Finland

  26. MMEarth-Bench: Global Model Adaptation via Multimodal Test-Time Training

    Feb 6, 2026Lucia Gordon, Serge Belongie, Christian Igel +1Test-Time AdaptationMultimodal Robustness

    Harvard University, USA · University of Copenhagen, Denmark

  27. LaVPR: Benchmarking Language and Vision for Place Recognition

    Feb 3, 2026Ofer Idan, Dan Badur, Yosi Keller +1Multimodal RobustnessVisual Place Recognition

    Faculty of Engineering, Bar-Ilan University cccccbkvingvvnljreflvddntlcirvicklffknccbbue Ramat Gan, Israel

  28. SGM: Safety Glasses for Multimodal Large Language Models via Neuron-Level Detoxification

    Dec 17, 2025Hongbo Wang, AprilPyone MaungMaung, Isao EchizenMultimodal RobustnessLLM Safety

    1Graduate School of Information Science and Technology, The University of Tokyo, Japan · 2Information and Society Research Division, National Institute of Informatics, Japan · 3The Graduate University for Advanced Studies, SOKENDAI, Japan

  29. MCA: Modality Composition Awareness for Robust Composed Multimodal Retrieval

    Oct 17, 2025Qiyu Wu, Shuyang Cui, Satoshi Hayakawa +3Multimodal RobustnessMultimodal Large Language Models

    Sony Group Corporation · Sony AI

  30. Attention Misses Visual Risk: Risk-Adaptive Steering for Multimodal Safety Alignment

    Oct 15, 2025Jonghyun Park, Minhyuk Seo, Chaewon Yeo +1Multimodal RobustnessLLM Safety Alignment

    Seoul National University · KU Leuven