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. MulRobBench: A Decision-Level Benchmark for Safe and Security-Policy-Compliant Multimodal UAV Agents

    Jul 26, 2026Belal S. Alsinglawi, Weizheng Wang, Junyi Wu +3Multi-Uav SystemsUncrewed Aerial Vehicles

  2. OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation

    Jul 26, 2026Jun Zhan, Chen Yang, Yitian Gong +23Joint Audio-Video GenerationAudio Latent

  3. Do Visual Features Improve Other-Initiated Repair Detection? A Dyadic Multimodal Approach

    Jul 26, 2026Anh Ngo, Nicolas Rollet, Catherine Pelachaud +1Unified Multimodal ModelsNonverbal Cues

  4. Offline-Online Curriculum RL for Multimodal Reasoning

    Jul 26, 2026Wendi Deng, Hang Du, Guoshun Nan +11Multimodal ReasoningCurriculum Reinforcement Learning

  5. Contrastive Parameter Disentanglement for Multi-modal Remote Sensing Image Generation

    Jul 26, 2026Yu Zhang, Wenda Zhao, Haojun Tang +1Multimodal Contrastive LearningRemote Sensing

  6. XMatchAD: A Cross-Modal Matching Perspective on Reconstruction-based Anomaly Detection

    Jul 26, 2026Mingxiu Cai, Zhe Zhang, Gaochang Wu +1Reconstruction-Based Anomaly DetectionAnomaly Detection

  7. HVM-GraphRAG: Holistic-View Multimodal Graph Retrieval-Augmented Generation on Complex Document

    Jul 26, 2026Xin He, Yili Wang, Wenqi Fan +4Graph-Based Retrieval Augmented GenerationGraph-Llm Joint

  8. JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents

    Jul 26, 2026Yunlong Lin, Zixu Lin, Zhaohu Xing +23Multimodal AgentsCreativity

  9. ObsDriveBench: Benchmarking Multimodal Understanding under Adverse Weather with Observability Awareness

    Jul 26, 2026Qiao Yan, Yihan Wang, Zhenghao Xing +2Autonomous DrivingMultimodal Benchmarks

  10. MOJITO: Modal Joint Learning for Unified End-to-End Autonomous Driving

    Jul 26, 2026Zhijing Cheng, Xuancheng Zhang, Donglin Di +4Autonomous DrivingPerception-Action Loop

  11. Token-Region Guided Cross-Attention Fusion for Multimodal Affect Interpretation

    Jul 26, 2026Musa Tur Farazi, Nufayer Jahan RezaBanglaMultimodal Learning

  12. Omni-Prune: Query-Aware Unified Token Pruning for Efficient Omnimodal Large Language Models

    Jul 26, 2026Yiming Zhong, Chang Nie, Caifeng ShanVisual Token PruningAudio-Visual Reasoning

  13. OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models

    Jul 25, 2026Jinsen Su, Yongdong Luo, Yuexiao Ma +3Token CompressionModality-Specific Encoders

  14. Towards Dual-Brain Minimal Sufficient Representation for Vision-Language Navigation

    Jul 25, 2026Yihao Wu, Chenyi Xu, Liqi Yan +6Vision-Language NavigationNavigation

  15. Structured Redundancy Modeling for Efficient Visual Token Pruning in High-Resolution MLLMs

    Jul 25, 2026Jouwon Song, Woohyeong Kim, Kyeongbo KongVisual Token PruningPruning

  16. Controlling Embedding Spaces with Text-Conditioned Transformations

    Jul 24, 2026Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani +2Visual EmbeddingsCross-Modal Learning

  17. Twins: Learn to Predict Unified Representations with Focal Loss

    Jul 24, 2026Kaixiong Gong, Xin Cai, Bin Lin +9Unified Multimodal ModelsMultimodal Diffusion Transformers

  18. PRIMS: Physics-guided Representation for Fluid Identification in Multimodal Sensing

    Jul 24, 2026Hai-Long Nguyen, Trung Thanh Nguyen, Lars Holm +2Multimodal TransformersFluid Dynamics

  19. LunarFM: A Shared Multimodal Representation of the Moon's Surface

    Jul 24, 2026Marc Girona-Mata, Jakob Gawlikowski, Sumit Goski +6Lunar SurfaceMultimodal Foundation Model

  20. Time-Reversed Imaging: A Multimodal Benchmark and Framework for Reconstructing Past Human-Environment Interactions

    Jul 24, 2026Jorge Bacca, Kebin Contreras, Luis Toscano-Palomino +1Re-IdentificationMultimodal Benchmarks

  21. Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network with Domain-Adversarial Training

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepression DetectionMultimodal Deep Learning

  22. RadSight: Towards Perceptually Reliable Multimodal Radiology Image Understanding

    Jul 24, 2026Jianqin Liu, Weiwei Cao, Wanxing Chang +7Medical ImagingMultimodal Clinical Data

  23. Filling Before Advancing: Capability-Gap-Driven Post-Training for Scenario-Specialized Remote Sensing MLLMs

    Jul 24, 2026Yuheng Zong, Minghua Wang, Xin Zhao +3Remote SensingMultimodal Pretraining

  24. Benchmarking Fine-tuning and Retrieval Strategies for a Multimodal Language Model on the NRC Reactor Operator Licensing Examination

    Jul 24, 2026Isak Hwang, Yoon Pyo LeeNuclear FusionMulti-Modal Large Language Models

  25. Zero-Shot Mission-Level Evaluation for Aerial MLLM Agents

    Jul 24, 2026Suman Navaratnarajah, Taehyoung Kim, Jona Ruthardt +5Embodied AgentsAgentic Benchmarks

  26. Visual Saliency Steering Distillation for Multimodal Chain-of-Thought Reasoning

    Jul 24, 2026Hao Yang, Jin Wang, Xuejie ZhangCross-Modal LearningSaliency

  27. Medical-Checklist: Assessing the Comprehension of Medical Images by Multimodal Models

    Jul 24, 2026Bannapol Limanond, Masanori Suganuma, Takayuki OkataniMultimodal Clinical DataMultimodal Benchmarks

  28. Multi-Agent Debate and Visual Information Extraction for SeePhys Pro: A 1st-Place Technical Report from ICML 2026 AI4Math Track 3 Challenge

    Jul 24, 2026Jiseok Kwak, Suhyeon Jo, Taewoo Kim +3Multi-Agent DebateSingle-Agent Baselines

  29. Multimodal Wearable-Based Olfactory-Induced Emotion Recognition in Arousal-Valence Dimensions

    Jul 24, 2026Chen-Yang Xu, Lan Zhang, Fei-Yi Fan +2Olfactory PerceptionValence-Arousal Estimation

  30. Khondo: A Multimodal Benchmark for Document Packet Splitting of Bangla Forms

    Jul 23, 2026Abu Tyeb Azad, Fahim Ahmed, Ishita Sur Apan +7BanglaChunk

  31. MIRROR: Learning from the Other View for Multi-Modal Reasoning

    Jul 23, 2026Wen Ye, Yuxiao Qu, Aviral Kumar +1Multimodal ReasoningDiagrams

  32. UnDA: Unpaired Domain Alignment for Cross-Modal Knowledge Transfer in Medical Imaging

    Jul 23, 2026Rafsan Jany, Shadab Tanjeed Ahmad, Ahsan Bulbul +3Cross-Modal DistillationCross-Modal Learning

  33. Multimodal Pretraining for Generalizable EEG Representation Learning

    Jul 23, 2026Targol Bakhtiarvand, Jugal Kalita, Adham AtyabiElectroencephalography Foundation ModelsInterictal Epileptiform Discharges

  34. DINOde: Continuous Vision-Text Alignment for Open-Vocabulary Semantic Segmentation

    Jul 23, 2026Sung-Hoon Yoon, Hoyong Kwon, Changgyoon Oh +1Video-Text AlignmentDense Semantic Segmentation

  35. M3^3-Gen: Interpretable Multimodal Generation of Gene Expression Profiles Using Clinical and Imaging Data

    Jul 23, 2026Francesca Pia Panaccione, Carlo Sgaravatti, Marco VenereMultimodal Clinical DataCancer Genome Atlas

  36. Unlearning Under Imbalance: Benchmarking Fairness in Multimodal LLM Unlearning

    Jul 23, 2026Lorenzo Orsingher, Thomas De Min, Massimiliano Mancini +2Large Language Model UnlearningLarge Language Model Bias

  37. HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models

    Jul 23, 2026Weilin Jin, Mingyu Wang, Wenbo Li +5HallucinationsMulti-Modal Large Language Models

  38. Geo3R: Mitigating Spatial Reasoning Hallucination in Multimodal Large Language Models

    Jul 23, 2026Mingyu Wang, Weilin Jin, Wenbo Li +3Spatial ReasoningLarge Language Model Hallucination

  39. Achieving Text-based Person Retrieval with Any Granularity

    Jul 23, 2026Jialong Zuo, Hanyu Zhou, Dongyue Wu +5Fine-Grained PerceptionCross-Modal Alignment

  40. GeoThreat: Transferable Targeted Adversarial Attacks on Large Vision-Language Models for Remote Sensing Image Interpretation

    Jul 23, 2026Yimin Fu, Yuefeng Bai, Baicheng Pan +2Remote SensingLarge Vision Language Models

  41. GroupVideo: Multi-Identity Customized Text-to-Video Generation

    Jul 23, 2026Xinyang Song, Libin Wang, Jianxin Sun +4High-Fidelity Video GenerationText-To-Video Models

  42. EmoAgent-R1: Towards Multimodal Emotion Understanding with Reinforcement Learning-based Dynamic Agent Specialization

    Jul 23, 2026Lihuang Fang, Yuchen Zou, kebing Jin +1Emotion RecognitionMultimodal Agents

  43. Distribution-Alignment Bridge for Uncertainty-Aware Text-to-Video Retrieval

    Jul 23, 2026Kyeongmo Chae, Jihoon Lee, Sangtae AhnText-To-Video ModelsCross-Modal Alignment

  44. ViSTR-Bench: Can MLLMs Reason from Continuous Visual Cues in Dynamic Scenes?

    Jul 23, 2026Han Li, Si Liu, Zehao Huang +6Multi-Modal Large Language Models

  45. Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs

    Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5Electrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment

  46. Adaptive Confidence-weighted Expansion for Trustworthy Multi-Omics Multimodal Fusion

    Jul 22, 2026Mohammad Raahemi, Ali Sekhavati, Alireza Maleki +1Multimodal FusionTemporal Fusion Transformer

  47. Test-Time Training for Modality Order Consistency in Vision-Language Models

    Jul 22, 2026Aditi Gupta, Yossi GandelsmanInput ModalityOrder

  48. ENTRAP-VL: A Taxonomic Probe for Dual Contextual Entrainment in Vision-Language Models

    Jul 22, 2026Karan Goyal, Afreen Hossain, Debojyoti Das +1Visual ContextMulti-Modal Large Language Models

  49. ETPDesigner: Multi-Agent Orchestration for Interactive Multimodal Electronic Theater Program

    Jul 22, 2026Mengtian Li, Xinru Guo, Xiaoru Lin +3CharacterizationNarratives

  50. MV-Bench: Benchmarking Multimodal Large Language Models for Coordinated Multi-View Interface Construction

    Jul 22, 2026Yue Zhao, Hongxu Liu, Feiyu Wang +5Multi-Modal Large Language ModelsMultimodal Learning

  51. MTVDiff: Multimodal Conditional Latent Diffusion for Enhanced Thermal-to-Visible Face Translation

    Jul 22, 2026Zhiyuan Xia, Haojie Li, Jingyu Lin +2Multimodal Learning

  52. Open Your Model's Eyes: Video and Context-Aware Multimodal Backchannel Prediction

    Jul 22, 2026Min-Jae Kim, Jun-Yeong Moon, Mujeen Sung +1Multimodal AlignmentEmpathy

  53. Hypothesis-and-Refinement Learning of Organic Structures from Multimodal Spectroscopic Data

    Jul 22, 2026Chengchun Liu, Zhiyuan Yan, Li Yuan +5Molecular Structure ElucidationSpectra

  54. Silent Failures in Multimodal Agentic Search:A Diagnostic Taxonomy and Cross-Judge Evaluation

    Jul 22, 2026Zhengxian Wu, Junjie Gao, Kai YangMultimodal Search AgentsCross-Modal Learning

  55. ExpertVerse: A General-Purpose Benchmark for Expert-Level Reasoning in Knowledge-Intensive Visual Synthesis

    Jul 21, 2026Yuan Wang, Yongchao Du, Mengting Chen +4Visual GenerationMultimodal Reasoning Benchmarks

  56. OmniReasoner: Thinking with Long Audio-Video via Native Tool Use

    Jul 21, 2026Yu Chen, Caorui Li, Ziyu Xiong +8Audio-Visual ReasoningMulti-Modal Large Language Models

  57. Visual Token Compression Enhances Robustness of MLLMs

    Jul 21, 2026Shishen Gu, Jiequan Cui, Wenbo Hu +3Visual Token PruningLarge Language Model Jailbreaks

  58. One Model, Many Graphs: Learning over Attributed Graphs across Heterogeneous Modalities with Vision-Language Models

    Jul 21, 2026Jiayi Yang, Yifang Chen, Yuanfu Sun +2Cross-Modal AttentionLarge Vision Language Models

  59. Mitigating Modality and Language-Style Gaps for Zero-Shot Video Moment Retrieval

    Jul 21, 2026Jihyun Lee, Cheol-Ho Cho, Woojin Jun +2Large Vision Language ModelsModality Gap

  60. Style over Substance: A Shortcut Audit of Emotion-Description Preference Evaluation

    Jul 20, 2026Jiabing Yang, Yixiang Chen, Yuan Xu +6Emotion RecognitionMultimodal Evaluation