Multimodal

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Period ending 2026-09-21

65 new papers

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18 new papers

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Period ending 2026-09-07

26 new papers

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  1. PHANTOM: A Large-Scale Dataset of Multimodal Adversarial Attacks for Vision-Language Models

    Jun 23, 2026Simone Gallivanone, Hossein Khodadadi, Mauro Dore +2Adversarial ExamplesAdversarial Evaluation

  2. SlipSense: Multimodal Sensing for Online Slip Detection in Legged Robots

    Jun 23, 2026Iris Szu-Yao Liu, Chien Chern Cheah, Meng Yee Michael ChuahLegged RobotsTerrain

  3. UniTranslator: A Unified Multi-modal Framework for End-to-end In-Image Machine Translation

    Jun 23, 2026Jiahao Lyu, Pei Fu, Zhenhang Li +6Image-To-Image TranslationUnified Multimodal Models

  4. Latent Visual States for Efficient Multimodal Reasoning

    Jun 23, 2026Xiuwei Chen, Wentao Hu, Yongxin Wang +8Latent Visual ReasoningMultimodal Reasoning

  5. Navigating User Behavior toward Personalized Multimodal Generation

    Jun 23, 2026Hengji Zhou, Yufeng Liu, Ye Liu +3Multimodal GenerationMultimodal Learning

  6. Towards Fast and Effective Long Video Understanding of Multimodal Large Language Models via Adaptive Quasi-Gaussian Sampling

    Jun 23, 2026Kun Zhang, Chenxin Fang, Tao Chen +4Video Multimodal Large Language ModelsVideo Understanding

  7. Spectral Evolution-Guided Token Pruning in Multimodal Large Language Models

    Jun 23, 2026Bin Chen, Yuxiang Cai, Yadan Luo +3Visual Token PruningCross-Modal Attention

  8. Accelerating Multimodal Large Language Models with Prior-Corrected Token Reduction

    Jun 23, 2026Zengjie Chen, Yuxiang Cai, Jingcai Guo +3Visual Token PruningMultimodal Learning

  9. ReMMD: Realistic Multilingual Multi-Image Agentic Verification for Multimodal Misinformation Detection

    Jun 23, 2026Chenhao Dang, Dantong Zhu, Jun Yang +2Misinformation DetectionVerification-Triggered Multimodal

  10. Progressive Pixel-Neighborhood Deformable Cross-Attention for Multispectral Object Detection

    Jun 23, 2026Tian Qiu, Jifeng Shen, Xin ZuoCross-Modal AlignmentProgressive

  11. Mind the Heads: Topological Representation Alignment for Multimodal LLMs

    Jun 22, 2026Davide Caffagni, Alberto Compagnoni, Federico Melis +5Cross-Modal AlignmentMulti-Modal Large Language Models

  12. TailorMind: Towards Preference-Aligned Multimodal Content Generation

    Jun 22, 2026Hengji Zhou, Ye Liu, Yufeng Liu +3Multimodal GenerationPreference Alignment

  13. LightSTAR: Efficient Visual Document Retrieval via Lightweight Selection with Vision-Adaptive Refinement

    Jun 22, 2026Tongkun Guan, Haocheng Wang, Wei Shen +1Visual Document RetrievalMultimodal Retrieval

  14. Unlocking In-Context Learning in Audio-Language Models from Decentralized Medical Audio

    Jun 22, 2026Ran Piao, Tsai-Ning Wang, Martijn den Dekker +4In-Context LearningIn-Context

  15. CFPO: Counterfactual Policy Optimization for Multimodal Reasoning

    Jun 22, 2026Zhangyuan Yu, Wanran Sun, Guangjing Yang +2Multimodal ReasoningLarge Vision Language Models

  16. PIVOTSBench: Evaluating Fine-Grained Interpersonal Relationship Reasoning in Multimodal Large Language Models

    Jun 22, 2026Shuxiang Zhang, Yiting Yin, Wenxuan Song +2Multi-Modal Large Language Models

  17. Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs

    Jun 22, 2026Chuangxin Zhao, Canran Xiao, Siyuan Ma +5Multi-Modal Large Language ModelsCross-Modal Attention

  18. Three-Step Hierarchical Transformer for Multi-Pedestrian Trajectory Prediction

    Jun 22, 2026Raphaël Delécluse, Hazem Wannous, Laurent Grisoni +1Pedestrian Trajectory PredictionSpatio-Temporal Transformers

  19. SPAR: Semantic-Pixel Self-Alignment and Adaptive Routing for Unified Multimodal Models

    Jun 22, 2026Hongxiang Li, Hongxu Chen, Chenyang Zhu +5Unified Multimodal ModelsMultimodal Learning

  20. SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

    Jun 22, 2026SingGuard TeamStreaming GuardrailsLarge Language Model Safety

  21. Fursee: Hybrid YOLO-DINOv3 Framework for Fursuit Identity Retrieval and Clustering

    Jun 22, 2026Jundi WuDinov3Vision Datasets

  22. OmniSpace: Efficient Geometry Awareness for Autonomous Vehicles MLLMs

    Jun 21, 2026Hao Vo, Phu Loc Nguyen, Khoa Vo +7Autonomous DrivingMulti-Modal Large Language Models

  23. Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do

    Jun 21, 2026Zhuoran Jin, Kejian Zhu, Hongbang Yuan +5Multimodal ReasoningChain-of-Thought Reasoning

  24. Benchmarking Vision-Language Models for Microscopic Plant Image Understanding

    Jun 21, 2026Tianqi Wei, Xin Yu, Zhi Chen +2MicroscopyMultimodal Benchmarks

  25. Efficient Multimodal Clinical Question Answering for Pulmonary Embolism Risk Assessment

    Jun 21, 2026Xiangyuan Xue, Yang Yu, Yan Gao +5Multimodal Clinical DataElectronic Health Records

  26. MMGist: A Comprehensive Multimodal Benchmark for 2027

    Jun 21, 2026Wenzhen Yuan, Jiacheng Ruan, Wutao Xiong +3Multimodal BenchmarksLarge Vision Language Models

  27. Gold Points Sniper: Self-guided Visual Reasoning in VLM for Fine-grained Action Understanding

    Jun 21, 2026Haodi Liu, Xinhang Yang, Kunda Yan +3Fine-Grained ActionsOpen-Vocabulary Action Recognition

  28. T-IMPACT: A Severity-Aware Benchmark for Contextual Image-Text Manipulation

    Jun 21, 2026Gagandeep Singh, Aaditya Yadav, Priyanka SinghImage-Text PairsMultimodal Benchmarks

  29. MultiMem: Measuring and Mitigating Memorization in Multi-Modal Contrastive Learning

    Jun 20, 2026Wenhao Wang, Franziska Boenisch, Michael Backes +1Multimodal Contrastive LearningMultimodal Memory

  30. Bayesian Adaptation Gym: A Benchmark for the Bayesian Low-Rank Adaptation of Multi-Modal Language Models

    Jun 20, 2026Colin Samplawski, Ramneet Kaur, Manoj Acharya +2Large Language Model AdaptationLow-Rank Adaptation

  31. Improving Reasoning in Vision-Language Models via Perception Verified Self-Training

    Jun 20, 2026Sourabh Sharma, Sonam Gupta, SadbhawnaLarge Vision Language ModelsMultimodal Reasoning

  32. BioMatrix: Towards a Comprehensive Biological Foundation Model Spanning the Modality Matrix of Sequences, Structures, and Language

    Jun 20, 2026Qizhi Pei, Zhimeng Zhou, Yi Duan +9Multimodal Foundation ModelUnified Multimodal Models

  33. From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs

    Jun 20, 2026Xin Qiu, Junlong Tong, Yao Zhang +3Large Language Model ReasoningTime Series

  34. Morphology-Aware Multimodal Representation Learning for Insect Phylogenetic Reconstruction

    Jun 20, 2026Zixuan Liu, Kaijie Yu, Chun He +5Phylogenetic TreesMorphology

  35. A Multimodal Tiltwing Framework for Bioinspired Aerial Robots

    Jun 20, 2026Krispin C. V. Broers, Sophie F. ArmaniniAerial RobotsUnified Multimodal Models

  36. AgroSense 2.0: Cross-Modal Transformer Fusion with Geospatial Raster Integration and Interpretable Multi-Task Learning for Precision Crop Recommendation

    Jun 20, 2026Vishal Pandey, Rishav Tewari, Ruzina Haque LaskarSoil Moisture EstimationNormalized Difference Vegetation Index

  37. Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake

    Jun 19, 2026Orchid Chetia Phukan, Girish, Mohd Mujtaba Akhtar +1Audio Deepfake DetectionNeural Audio Codecs

  38. Cross-Modal Corroboration for Annotation-Free Wildlife Monitoring

    Jun 19, 2026Bharath Pillai, Varun Viswapriyan, Christopher Stewart +2Biodiversity MonitoringVision Sensors

  39. Synergistic Dual-Branch Adaptation for Multi-modal Generalized Category Discovery

    Jun 19, 2026Yuxun Qu, Minyu Zhou, Yongqiang Tang +2Generalized Category DiscoveryCross-Modal Learning

  40. EnTrust: Modeling Inter-Modal Conflict for Trustworthy Multimodal Medical Image Analysis

    Jun 19, 2026Dwarikanath Mahapatra, Abhijit Das, Behzad Bozorgtabar +5Multimodal FusionMedical Imaging

  41. DataClaw0: Agentic Tailoring Multimodal Data from Raw Streams

    Jun 19, 2026Cong Wan, Zeyu Guo, Zijian Cai +6Multimodal Instruction TuningMultimodal Generation

  42. FleetAgent: Teleoperation Assistant for Autonomous Fleets via Vectorized V2N Messages

    Jun 19, 2026Juntong Peng, Qi Chen, Deyuan Qu +3PilotTeleoperation

  43. MEDLAYXPLAIN: Benchmarking the Expert-Lay Gap in Medical Vision-Language Models

    Jun 19, 2026Han Jang, Junhyeok Lee, Songsoo Kim +4Medical Vision-Language ModelsMultimodal Benchmarks

  44. MV-WAM: Manifold-Aware World Action Model with Value Augmentation

    Jun 19, 2026Jintao Chen, Peidong Jia, Qingpo Wuwu +13Efficient World-Action ModelFaster-Wam

  45. Building Agent Harnesses for Scientific Curation from Multimodal Sources

    Jun 19, 2026Sheng Zhang, Qin Liu, Renqian Luo +9Data-CurationScientific Workflows

  46. CogniRoute: Learning to Route Social Evidence in Omni-Modal Models

    Jun 18, 2026Yifan Shen, Pei Tian, Xinzhuo Li +8Omni-ModalMultimodal Reasoning

  47. Is Our Benchmark Enough? An Analysis of Continual Learning for MLLMs

    Jun 18, 2026Van-Tuan Tran, Shruthi Gowda, Merim Dzaferagic +1Efficient Continual LearningMulti-Modal Large Language Models

  48. Vesta: A Generalist Embodied Reasoning Model

    Jun 18, 2026Johan Bjorck, Zhiqi Li, Yunze Man +29Spatial ReasoningMultimodal Reasoning

  49. SARLO-80: Worldwide Slant SAR Language Optic Dataset 80cm

    Jun 18, 2026Solène Debuysère, Nicolas Trouvé, Nathan Letheule +2Synthetic Aperture RadarMultimodal Dataset

  50. MixProLAP: Mixture-Induced Uncertainty Modeling for Probabilistic Language-Audio Pretraining

    Jun 18, 2026Yu Nakagome, Jaesong Lee, Soo-Whan ChungLarge Audio Language ModelsCross-Modal Alignment

  51. Towards Modality-imbalanced Federated Graph Learning: A Data Synthesis-based Approach

    Jun 18, 2026Zhengyu Wu, Hongchao Qin, Xunkai Li +3Federated Graph LearningModality Gap

  52. Beyond 'One Language, One Script': Quantifying Orthographic Bias in Multilingual VLMs with PuMVR

    Jun 18, 2026Prabhjot Singh, Bhushan Pawar, Madhu ReddiboinaMultilingual BenchmarkLarge Vision Language Models

  53. CMDS-AD: Cross-Modal Dual-Stream Decoupling for Few-Shot Anomaly Detection

    Jun 18, 2026Junhao Cai, Junyu Chen, Deyu Zeng +4Zero-Shot Anomaly DetectionReal3D-Ad Datasets

  54. ELVA: Exploring Ranking-Driven Universal Multimodal Retrieval

    Jun 18, 2026Yuhan Liu, Pei Fu, Hang Li +8Multimodal RetrievalMultimodal Learning

  55. FlowMaps: Modeling Long-Term Multimodal Object Dynamics with Flow Matching

    Jun 18, 2026Francesco Argenziano, Miguel Saavedra-Ruiz, Sacha Morin +3Social Robot NavigationFlow Map

  56. WeGenBench: A Multidimensional Diagnostic Benchmark towards Text-to-Image Model Optimization

    Jun 18, 2026Qian Liang, Xiaomin Li, Ying Zhang +6Text-To-ImageMultimodal Benchmarks

  57. Evidential Fusion Network for Multimodal Survival Prediction under Missing Modalities

    Jun 18, 2026Yucheng Xing, Hailan Mo, Zi Wang +2Missing ModalitiesSurvival Predictions

  58. Timage: A Generative Text-in-Image Paradigm for Fine-Tuning Vision-Language Models

    Jun 18, 2026Yifeng Wu, Huimin Huang, Ruiluo Wu +5Large Vision Language ModelsText-To-Image

  59. 3D-PLOT-LLM: Part-Level Object Tokens for 3D Large Language Models

    Jun 18, 2026Jintang Xue, Xinyu Wang, Yixing Wu +2Multi-Modal Large Language ModelsVideo Captioning

  60. Exploring Multi-Modal Large Language Models and Two-Stage Fine-Tuning for Fashion Image Retrieval

    Jun 18, 2026Nguyen Cao Hoang, Hoang Bui Le, Nam Vo Hoang +1Composed Image RetrievalMultimodal Retrieval