Cross-Modal Attention

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Multimodal LearningCross-Modal LearningMulti-Modal Large Language ModelsMultimodal ReasoningMultimodal BenchmarksUnified Multimodal ModelsInput ModalityModality Gap

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Period ending 2026-09-21

2 new papers

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Period ending 2026-09-14

1 new paper

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Period ending 2026-09-07

4 new papers

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75 papers

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  1. Cross-Modal Attention Acts as a Frequency Filter: Why Verbose Prompts Improve Robustness in Vision-Language Models

    Sep 17, 2026Farooq Ahmad Wani, Maria Sofia Bucarelli, Mujtaba Hussain Mirza +5Cross-Modal AttentionPrompt Engineering

  2. AdaVSkip: Adaptive Visual Token Skipping Across Layers For Efficient MLLMs Inference

    Sep 14, 2026Yuyao Sun, Tao Deng, Shuang Li +1Visual TokensMulti-Modal Large Language Models

  3. CCMAN: Cognitive Instability-Aware Cross-Modal Attention Network for Interpretable Temporal Biomarkers of Verbal Fluency Speech

    Sep 13, 2026Madhurananda Pahar, Caitlin Illingworth, Dorota Braun +2Mild Cognitive ImpairmentCross-Modal Attention

  4. Exploring Diffusion Transformers for Cross-Modal Augmentation in Multimodal Brain State Decoding

    Sep 12, 2026Ziwei Wang, Xingyi He, Hongbin Wang +3Cross-Modal AttentionMultimodal Diffusion Transformers

  5. The Attention Triangle in Audio-Video Models

    Sep 3, 2026Sagi Polaczek, Noa Kraicer, Gal Metzer +4Cross-Modal AttentionData Leakage

  6. Detecting Object Hallucinations in Large Vision-Language Models via Cross-Modal Attention Drifts and Mask-Based Verification

    Sep 2, 2026Xuanbing Wen, Boxu Chen, Le Yang +4Robust Hallucination DetectionLarge Vision Language Models

  7. Forbid Your Attention: Fooling Multimodal Large Language Models by Selectively Removing Intrinsic Focus in Spectral Domain

    Sep 1, 2026Daizong Liu, Junhao Dong, Zhiyuan Ma +6Multi-Modal Large Language ModelsCross-Modal Attention

  8. DreamX-Creator: Democratizing Native Audio-Video Generation at 2K Resolution

    Aug 31, 2026Jiashu Zhu, Yanhao Zheng, Ruitian Tian +7Joint Audio-Video GenerationMultimodal Generation

  9. C3^3PO: Evaluating Cross-Modal Composition and Counterfactual Performance in Omnimodal Models

    Aug 5, 2026Swapnanil Mukherjee, Agyeya Negi, Tanuja Ganu +1Cross-Modal LearningUnified Multimodal Models

  10. Learning to Predict Middle-Layer Attention in MLLMs for Visual Token Pruning

    Aug 4, 2026Yuyao Sun, Tao Deng, Shuang Li +3Visual Token PruningCross-Modal Attention

  11. Generic Vision and Cross-Attention for Reaction Yield Prediction

    Aug 1, 2026Qiwei Han, Chi ZhouCross-Modal AttentionCross-Attention

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

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

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

  18. 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

  19. 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

  20. Learning to Detect Cross-Modal Negation: An Analysis of Latent Representations and an Attention-Based Solution

    Jul 20, 2026Ali AbuSaleh, Leon Hammerla, Alexander MehlerCross-Modal AttentionNegation

  21. ChemFusion: A Multimodal Cross-Attention Network for Reaction Yield Prediction

    Jul 19, 2026Qiwei Han, Chi ZhouHeterogeneous CatalysisCross-Attention

  22. Multimodal Attention-based Deep Learning for Emergency Triage with Electronic Health Records

    Jul 18, 2026Hazqeel Afyq Athaillah Kamarul Aryffin, Kamarul Aryffin Baharuddin, Mohd Halim Mohd NoorMultimodal Clinical DataTriage

  23. On the Geometry of Learned Representations in Event-Based Multi-Modal Egomotion Estimation

    Jul 17, 2026Stefano Silvestrini, Michele CeresoliEgo-MotionMulti-Sensor Fusion

  24. Adaptive Cross-Modal Fusion with Sparse Attention for Pedestrian Crossing Intention Prediction

    Jul 14, 2026Md Mahfuzur Rahman, Pengzhan Zhou, A F M Abdun Noor +5Pedestrian Trajectory PredictionCross-Modal Fusion

  25. Propose and Attend: Training-free MLLM Grounding Confidence via Multi-Token Localized Attention

    Jul 7, 2026Daniel Shalam, Emanuel Ben Baruch, Avi Ben Cohen +1Vision-Language Model GroundingCross-Modal Attention

  26. Cross-Modal Fusion of OCT and OCT angiography enface for Improved Diagnostics of Diabetic Retinopathy

    Jul 4, 2026Rashadul Hasan Badhon, Atalie Carina Thompson, Jennifer I. Lim +2Interpretable Diabetic Retinopathy GradingOptical Coherence Tomography

  27. Q-TriM: Question-Guided Tri-Modal Attention for Audio-Visual Question Answering

    Jul 4, 2026SungHun Kim, SeungJun BaekAudio-Visual ReasoningCross-Modal Attention

  28. ViPo-MLLM: Visual-Pose Multimodal LLM for Gloss-Free Sign Language Translation

    Jul 4, 2026Ahmed Abul Hasanaath, Bicheng Xu, Mir Rayat Imtiaz Hossain +2Sign Language RecognitionVideo Multimodal Large Language Models

  29. Token-level Response-visual Attention Guidance for Multimodal LLMs Knowledge Distillation

    Jul 1, 2026Jaehyun Jang, Eunseop Yoon, Hee Suk Yoon +3Knowledge DistillationMulti-Modal Large Language Models

  30. Information-Regularized Attention for Visual-Centric Reasoning

    Jul 1, 2026Guohao Sun, Xiaofang Wang, Yash Patel +3Large Vision Language ModelsExplicit Visual Grounding

  31. ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs

    Jun 30, 2026Zhiyuan Yao, Zheren Fu, Zhixiao Zheng +3Large Language Model HallucinationMulti-Modal Large Language Models

  32. Steering Vision-Language Models with Joint Sparse Autoencoders

    Jun 24, 2026Huizhen Shu, Xuying Li, Hongxu Lin +2Improving Sparse AutoencodersCross-Modal Attention

  33. Cross-Attention Multimodal Learning for Predicting Response to Neoadjuvant Imatinib in Gastrointestinal Stromal Tumors: A Multicenter Retrospective Study

    Jun 24, 2026Fariba Tohidinezhad, Douwe J. Spaanderman, Natalia Oviedo Acosta +14Colorectal CancerClinical Prediction

  34. iFLYTEK-Embodied-Omni Technical Report

    Jun 24, 2026Yuan Zhang, Jingfei Ni, Guanchen Lu +12Multimodal AgentsCross-Modal Attention

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

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

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

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

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

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

  38. Multi-Modal Attention for Automated Disaster Damage Assessment Using Remote Sensing Imagery and Deep Learning

    Jun 12, 2026Tewodros Syum Gebre, Jagrati Talreja, Leila Hashemi-BeniPost-Disaster Damage AssessmentRemote Sensing

  39. Explainable Task-Oriented Token Communication for AI-Native 6G Networks

    Jun 12, 2026Feibo Jiang, Lei Mao, Li Dong +3Semantic CommunicationsVisual Tokens

  40. Last But Not Least: Boundary Attention CalibratiON for Multimodal KV Cache Compression

    Jun 10, 2026Tianhao Chen, Yuheng Wu, Kelu Yao +3Key-Value Cache CompressionMulti-Modal Large Language Models

  41. Multimodal Brain Tumour Classification Using Feature Fusion

    Jun 9, 2026Wajih ul Islam, Muhammad Yaqoob, Javed Ali Khan +1Brain Tumor ClassificationRadiomics

  42. Multi-View Speech Representation Learning for Parkinson's Disease Detection Using Context-guided Cross-modal Attention

    Jun 8, 2026George Theodosiou, Loukas Ilias, Dimitris AskounisParkinsonDiscrete Speech Representations

  43. Look Less, Reason More: Block-wise Attention Skipping for Efficient Multimodal LLMs

    Jun 7, 2026Jie Ma, Zhike Qiu, Jiayi Ji +2Cross-Modal AttentionMulti-Modal Large Language Models

  44. GRAMformer: Any-Order Modality Interactions via Volumetric Multimodal Cross-Attention

    Jun 4, 2026Giordano Cicchetti, Eleonora Grassucci, Danilo ComminielloCross-Modal AttentionMultimodal Transformers

  45. Mechanistic Insights into Functional Sparsity in Multimodal LLMs via CoRe Heads

    Jun 4, 2026Ruoxi Sun, Quantong Qiu, Juntao Li +3Multi-Modal Large Language ModelsCross-Modal Attention

  46. Attend to Anything: Foundation Model for Unified Human Attention Modeling

    Jun 2, 2026Wenzhuo Zhao, Ronghao Xian, Keren Fu +1Cross-Modal AttentionVision Foundation Models

  47. Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning

    Jun 1, 2026Yixian Shen, Zhiheng Yang, Qi Bi +6Multimodal ReasoningSpatial Reasoning

  48. MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention

    Jun 1, 2026Pengyu Wang, Chenkun Tan, Shaojun Zhou +18Cross-Modal AttentionVideos

  49. DeepIPCv3: Event-Aware Multi-Modal Sensor Fusion for Sudden Pedestrian Crossing Avoidance

    May 31, 2026Oskar Natan, Andi Dharmawan, Aufaclav Zatu Kusuma Frisky +2Multi-Sensor FusionAutonomous Driving

  50. Not All Modalities Are Equal: Instruction-Aware Gating for Multimodal Videos

    May 25, 2026Bonan Ding, Umair Nawaz, Ufaq Khan +5Cross-Modal AttentionVideo Understanding

  51. UniT: Unified Geometry Learning with Group Autoregressive Transformer

    May 20, 2026Haotian Wang, Yusong Huang, Zhaonian Kuang +4Cross-Modal AttentionAutoregressive Transformers

  52. RAVE: Re-Allocating Visual Attention in Large Multimodal Models

    May 18, 2026Xi Leng, Xinhong Ma, Ziqiang Dong +4Cross-Modal AttentionMultimodal Benchmarks

  53. See What I Mean: Aligning Vision and Language Representations for Video Fine-grained Object Understanding

    May 18, 2026Boyuan Sun, Bowen Yin, Yuanming Li +2Vision-Language AlignmentFine-Grained Perception

  54. A Cross-Modal Prompt Injection Attack against Large Vision-Language Models with Image-Only Perturbation

    May 15, 2026Hao Yang, Zhuo Ma, Yang Liu +3Large Vision Language ModelsCross-Modal Attention

  55. MaTe: Images Are All You Need for Material Transfer via Diffusion Transformer

    May 15, 2026Nisha Huang, Henglin Liu, Yizhou Lin +5Discrete Diffusion ModelGenerative Quality

  56. MHSA: A Lightweight Framework for Mitigating Hallucinations via Steered Attention in LVLMs

    May 14, 2026Wei Ding, Yilin Li, Yudong Zhang +4Hallucination MitigationHallucinations

  57. Logit-Attention Divergence: Mitigating Position Bias in Multi-Image Retrieval via Attention-Guided Calibration

    May 12, 2026Mingtao Xian, Yifeng Yang, Qinying Gu +2Multi-Modal Large Language ModelsCross-Modal Attention

  58. LightAVSeg: Lightweight Audio-Visual Segmentation

    May 9, 2026Qing Zhong, Guodong Ding, Lingqiao Liu +3Video Object SegmentationCross-Modal Attention

  59. Multimodal Stepwise Clinically-Guided Attention Learning for Pathological Complete Response Prediction in Breast Cancer

    May 8, 2026Alice Natalina Caragliano, Valerio Guarrasi, Michela Gravina +2Non-Small Cell Lung CancerCross-Modal Attention

  60. RLDX-1 Technical Report

    May 5, 2026Dongyoung Kim, Huiwon Jang, Myungkyu Koo +65Generalizable Robotic ManipulationsVision-Language-Action Models