Multimodal

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Period ending 2026-09-21

65 new papers

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Period ending 2026-09-14

18 new papers

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Period ending 2026-09-07

26 new papers

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  1. HyperClaim: Fine-Grained Cross-Modal Hypergraph Reasoning for Video Misinformation Detection

    Jul 30, 2026Xiangbo Wang, Jiasheng Zhang, Xingtong Yu +2Misinformation DetectionAuthenticity

  2. LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger

    Jul 30, 2026Enjun Du, Hange Zhou, Chenxu Du +4Multimodal AgentsMultimodal Learning

  3. Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners

    Jul 30, 2026Feng Xiong, Leyan Xue, Hongyu LinMultimodal ReasoningPerceptual Understanding

  4. PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?

    Jul 30, 2026Zongyi Chen, Yu Liang, Jie Lin +1Computational PathologyMultimodal Benchmarks

  5. FaithEyes: Towards Faithful Tool Use via Multi-Agent Process-Image Verification

    Jul 30, 2026Haoqing Wang, Xingrun Xing, Wei Xia +2Large Vision Language ModelsMultimodal Reasoning

  6. Old Tricks, New Models: How Simple Image Transformations Break Modern AI-based Content Moderation

    Jul 30, 2026Marco Alecci, Francesco Marchiori, Iyiola Emmanuel Olatunji +2Content ModerationHarmful Content

  7. RRM: Experience-Driven Reflective Retrieval Memory for Long-Horizon Multimodal Reasoning

    Jul 30, 2026Jingxiang Fan, Junbao Zhuo, Bochao ZouMultimodal MemoryMultimodal Reasoning

  8. OPLD: On-Policy Latent Distillation for Multimodal Reasoning

    Jul 30, 2026Shoutai Zhu, Tianyang Xu, Bin Sun +3Multimodal ReasoningLatent Visual Reasoning

  9. Face and Voice Cross-modal Association with Learning Convex Feature Embedding

    Jul 30, 2026Taewan Kim, Jiwoo KangCross-Modal LearningAssociations

  10. IndustryForge-27B: A Domain-Enhanced Multimodal Foundation Model for Industrial CAD

    Jul 30, 2026Nianchen Deng, Jiaxin Ai, Tao Hu +10Text-To-CadIndustrial

  11. MMLDSum-LLM: Multimodal Long-Document Summarization with Visual-Alignment and Keyword-Aware

    Jul 30, 2026Xianpeng Zhang, Jiahua Yang, Dongyu Chen +7Multimodal LearningSummarization

  12. FiRE: Enhancing MLLMs with Fine-Grained Context Learning for Complex Image Retrieval

    Jul 30, 2026Bohan Hou, Haoqiang Lin, Xuemeng Song +4Multimodal RetrievalMulti-Modal Large Language Models

  13. One Anchor for All: Unified Multilingual and Multimodal Safety Alignment for LVLMs

    Jul 30, 2026Enyi Shi, Fei Shen, Chuancheng Shi +4Multilingual SafetyVision-Language Alignment

  14. One Patch Is Enough: Reinforcement-Optimized Visual Token Grounding for MLLM-Based Scene Text Spotting

    Jul 30, 2026Rui Tang, Wentao Yang, Peirong Zhang +4Scene Text RecognitionVision-Language Model Grounding

  15. MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos

    Jul 30, 2026Jinpeng Hu, Erqiang Wang, Shan Wang +4Mental HealthMultimodal Benchmarks

  16. VCP-DCN: Beyond Visual Concealed Property via Depth Collaborative Network for Camouflaged Object Detection

    Jul 30, 2026Songsong Duan, Xi Yang, Nannan WangCamouflaged Object DetectionDiverse Occlusion-And-Revelation Scenarios

  17. DAS-PMVC: A Framework for Partial Multi-View Clustering via Dual Alignment and Structure Enhancement

    Jul 30, 2026Shubin Ma, Liang Zhao, Chuanye He +4Multi-ViewMultimodal Alignment

  18. Witness Evidence Portfolios: Single-Prefill Risk Detection for Closed Multimodal Answers

    Jul 30, 2026Fexiang Liu, Shiye Wang, Qiang Qiu +1Verification-Triggered MultimodalVisual Evidence

  19. FedOGL: Combating Catastrophic Forgetting in Federated Open-World Multimodal Graph Learning

    Jul 30, 2026Zekai Chen, Haodong Lu, Shihao Li +5Federated Graph LearningCatastrophic Forgetting

  20. MMOOC: A Comprehensive Benchmark for Out-of-Context Evaluation in Multimodal Large Language Models

    Jul 30, 2026Wenjie Zhu, Yabin Zhang, Wenjun Zeng +1Multi-Modal Large Language Models

  21. AHA-Memes: A Fine-Grained Multimodal Benchmark for Understanding Hate in Arabic Memes

    Jul 29, 2026Mohamed Bayan Kmainasi, Ali Ezzat Shahroor, Abul Hasnat +3Hate SpeechMemes

  22. Explainable and Resource-Efficient Spatial Reasoning in Multimodal LLMs for Decision-Critical Applications

    Jul 29, 2026Piyush Jain, Kousik Dasgupta, Rajarshi Roy +1Spatial ReasoningMultimodal Learning

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

    Jul 29, 2026Yu Chang, Anzhe Cheng, Chenwei Wu +7Multimodal FusionInput Modality

  24. Progressive Multimodal Alignment for Continual Instruction Tuning

    Jul 29, 2026Duzhen Zhang, Yahan Yu, Qiaoyi Su +2Multimodal Instruction TuningMultimodal Alignment

  25. Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs

    Jul 29, 2026Vahidin Hasic, Chao Wang, Luis C. Garcia-Peraza-Herrera +2Input ModalityModality Gap

  26. SCALPEL: Semantic Cross-modal Alignment via LLM-Powered Encoder Learning for Medical Vision-Language Representation

    Jul 29, 2026Yunzhan Fu, Enyu Bao, Xiangyu Shen +4Medical Vision-Language ModelsMultimodal Clinical Data

  27. Ripple: Real-Time Streaming Audio-Video Generation With Cross-Modal Recurrent Memory

    Jul 29, 2026Yanbo Ding, Zhizhi Guo, Quanyue Song +4Joint Audio-Video GenerationAudio Latent

  28. Understanding Knowledge Transfer Mechanism in Heterogeneous MLLM Fusion: A Simple Linear Approach

    Jul 29, 2026Yinghao Hou, Jiahe Fan, Yuanhao Pu +2Cross-Task Knowledge TransferMulti-Modal Large Language Models

  29. SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM

    Jul 29, 2026Jingxuan Su, Shenglin Wang, Tiesong Zhao +23D Gaussian Splats3D Scene Understanding

  30. Speech2Grasp: Data-Efficient Transfer of Text-Conditioned Grasp Detection to Speech in Humanoid Robots

    Jul 29, 2026Hung Nguyen, Kim Nhat Minh Nguyen, Van Duc Vu +6Grasp GenerationCo-Speech Gesture Generation

  31. Where Detectors Fail: Closing the Tail-Domain Gap with Expert-Guided Mutual Distillation

    Jul 29, 2026Xuan Feng, Guihong Liu, Tianlong Gu +5Fake News DetectionCross-Modal Learning

  32. Regularizing modality contribution drift in multimodal continual learning

    Jul 29, 2026Zhen Zhang, Jielei Chu, Bin Liu +1Robust Multimodal LearningEfficient Continual Learning

  33. MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning

    Jul 29, 2026Kawai Chung, Chunkit Chan, Yauwai Yim +12Multimodal ReasoningVisual Storytelling

  34. FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing

    Jul 29, 2026Hongyang Wang, Yichen Shi, Hongrui Li +3Spoofed SpeechAuthenticity

  35. Do Unified Multimodal Models Think in One Space? A Lens Through Cross-Branch Steering

    Jul 29, 2026Yu Wang, Sharon LiUnified Multimodal ModelsLens

  36. CHARM: A Multimodal Graph Foundation Model with Hierarchical Context Modeling for Zero-Shot Transfer

    Jul 28, 2026Ankang Yang, Jitao Zhao, Di Jin +2Graph Foundation ModelMultimodal Foundation Model

  37. LaP-Forensics: Latent-Pixel Consistency Guided Multimodal Reasoning for Deepfake Detection

    Jul 28, 2026Can Wang, Yuhao Wang, Yushe Cao +2Deepfake DetectionDigital Forensics

  38. Knowledge-Guided Multimodal Reasoning over Interacting Streams for Video-Level Ambivalence and Hesitancy Recognition

    Jul 28, 2026Podakanti Satyajith Chary, Barath Parthiban, Pranesh Velmurugan +2AffectiveMultimodal Reasoning

  39. Detecting Knowledge Inconsistencies Across Text, Tables, and Knowledge Graphs

    Jul 28, 2026Fanfu Wei, Thibault Ehrhart, Raphaël TroncyKnowledge GraphsKnowledge Gaps

  40. SepPrune:A Separator-based Pruning Framework for Efficient Multimodal Large Language Models

    Jul 28, 2026Yuchen Wang, Qihui Zhu, Yang Liu +2Visual Token PruningMulti-Modal Large Language Models

  41. OmniDelta: Skill-Driven Budget Allocation for Token Compression in OmniLLMs

    Jul 28, 2026Haoyang Huang, Wenjie Huang, Tianqi Xu +14Token CompressionAudio-Visual Reasoning

  42. Multi-Sensor Alignment for Weather Simulations

    Jul 28, 2026Samsad Alam, Devyani Lambhate, Aditya Mohan +2Multi-Modal SensingMultimodal Alignment

  43. Forensic Reproducibility Audit of a Radiology Vision-Language Model Benchmark: From Intended Protocol to Released Artifact

    Jul 28, 2026Mateusz KozłowskiMedical Vision-Language ModelsDiagnostic Benchmark

  44. Argus-Unified: Towards A Compact and Economical Unified Model for Image Understanding and Generation

    Jul 28, 2026Weiming Zhuang, Jiabo Huang, Jingtao Li +4Unified Multimodal ModelsVision-Language

  45. I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

    Jul 28, 2026Yimao Guo, Zuomin Qu, Wei LuPre-Trained Video Diffusion ModelsAdversarial Examples

  46. Salient Knowledge Pathways: Sparse Cross-Modal Routing for Efficient Knowledge-Intensive Multimodal Question Answering

    Jul 28, 2026Noor Islam S. Mohammad, Uluğ BayazıtMultimodal QueryCross-Modal Learning

  47. Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment

    Jul 28, 2026Siyuan Xu, Yan Wang, Haofei Song +7Computational PathologyMultiple Instance Learning

  48. FORGE: Frame Orthogonality in Relevance Geometry for Long-Form Video Understanding

    Jul 28, 2026Ghazal Kaviani, Ghassan AlRegibMulti-Modal Large Language ModelsVideos

  49. CD-RMOT-Bench: Benchmarking the Cross-Domain Referring Multi-Object Tracking

    Jul 28, 2026Xiangqun Zhang, Likai Wang, Zekun Qian +2Multi-Object TrackingCvpr

  50. Neurai-VN Benchmark: Standardized Machine Learning Models for Multimodal Digital Phenotyping in Mental Health Classification

    Jul 28, 2026Quoc-Cuong Pham, Hoang-Thuy-Duong Vu, Thi-Thanh-Huong Ha +1Cross ValidationMachine Learning

  51. LENS: Adaptive Spatio-Temporal Zooming for Keyframe Sampling in Long-Form Videos

    Jul 27, 2026Ce Zhang, Jinxi He, Katia Sycara +1Keyframe SelectionMulti-Modal Large Language Models

  52. Evolving Safety Landscape of Multi-modal Large Language Models: A Survey of Emerging Threats and Safeguards

    Jul 27, 2026Xi Li, Shu Zhao, Xiaohan Zou +6Large Language Model SafetyMulti-Modal Large Language Models

  53. Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model

    Jul 27, 2026Senqiao Yang, Kaichen Zhang, Zhaoyang Jia +20Universal MultimodalVisual Reasoning

  54. ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding

    Jul 27, 2026Hangjie Yuan, Yichen Qian, Zhiwei Tang +21Multimodal Clinical DataMultimodal Learning

  55. Mixture-of-Thought-Tokens: Unifying Perception and Reasoning for Free-form Multimodal Grounding

    Jul 27, 2026Tianyi Gao, Han Fang, Tianyi Ding +9Multimodal ReasoningPerceptual Understanding

  56. TaoMate: Anchor-Guided Memory Bridging Evolving and Reference States for Real-Time Audio-Video Digital Human Generation

    Jul 27, 2026Qijun Gan, Chenwei Zhang, Meiguang Jin +2Joint Audio-Video GenerationCross-Modal Attention

  57. Are Prompt Optimizers Blind? Cross-Modal Visual Feedback for Automatic Prompt Optimization

    Jul 27, 2026Haoyue Liu, Xiaoyu Ma, Ye Chen +2Automatic Prompt OptimizationCross-Modal Learning

  58. MATS: A novel multi-modality multi-task learning framework for 3D perception in autonomous driving

    Jul 27, 2026Junchen Huo, Wanming Hao, Song Wang +3Autonomous Driving PerceptionMulti-Sensor Fusion

  59. StanceFlip: A Comprehensive Multi-Dimensional Benchmark for Multimodal Conversational Stance Flipping Forecasting

    Jul 27, 2026Heyan Chai, Xin Li, Wenjie Wang +5Multimodal LearningFlips

  60. Disentangling Semantic Attention from Structural Bias in the Attention Manifold

    Jul 27, 2026Pengkun Jiao, Bin Zhu, Jingjing Chen +1Cross-Modal AttentionMulti-Modal Large Language Models