Multimodal

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

65 new papers

A weekly snapshot of new work published in Multimodal.

Period ending 2026-09-14

18 new papers

A weekly snapshot of new work published in Multimodal.

Period ending 2026-09-07

26 new papers

A weekly snapshot of new work published in Multimodal.

Inside this field

Focused directions

1,965 papers

Latest in Multimodal

Browse all topics →
CardsList

  1. DeALOG: Decentralized Multi-Agents Log-Mediated Reasoning Framework

    Feb 1, 2026Abhijit Chakraborty, Ashish Raj Shekhar, Shiven Agarwal +1Multimodal QueryMulti-Agent Reasoning

  2. TimeBlind: A Spatio-Temporal Compositionality Benchmark for Video LLMs

    Jan 30, 2026Baiqi Li, Kangyi Zhao, Ce Zhang +3Fine-Grained Spatio-Temporal InformationVisual Reasoning

  3. Multimodal Benchmark for Safety Assessment in Industrial Inspection Scenarios

    Jan 29, 2026Zeyi Liu, Shuang Liu, Jihai Min +7InspectionMulti-Modal Sensing

  4. MARE: Multimodal Alignment and Reinforcement for Explainable Deepfake Detection via Vision-Language Models

    Jan 28, 2026Wenbo Xu, Wei Lu, Xiangyang LuoExplainable Deepfake DetectionDeepfake Detection

  5. The Geometric Mechanics of Contrastive Representation Learning: Alignment Potentials, Entropic Dispersion, and Cross-modal Divergence

    Jan 27, 2026Yichao Cai, Zhen Zhang, Yuhang Liu +1Multimodal Contrastive LearningContrastive Learning

  6. M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attention

    Jan 21, 2026Xiaofan Yang, Yubin Liu, Wei Pan +5Cross-Modal AlignmentTemporal Graph Neural Networks

  7. Social Caption: Evaluating Social Understanding in Multimodal Models

    Jan 21, 2026Leena Mathur, Bhaavanaa Thumu, Youssouf Kebe +1Multimodal LearningLarge Language Model Evaluation

  8. AMVICC: A Novel Benchmark for Cross-Modal Failure Mode Profiling for VLMs and IGMs

    Jan 20, 2026Aahana Basappa, Pranay Goel, Anusri Karra +3Visual ReasoningCross-Modal Learning

  9. ChartAttack: Testing the Vulnerability of LLMs to Malicious Prompting in Chart Generation

    Jan 19, 2026Jesus-German Ortiz-Barajas, Jonathan Tonglet, Vivek Gupta +1Multi-Modal Large Language ModelsAttacker-Chosen Wrong Answer

  10. Learning Language-Driven Sequence-Level Modal-Invariant Representations for Video-Based Visible-Infrared Person Re-Identification

    Jan 17, 2026Xiaomei Yang, Antai Liu, Xizhan Gao +3Re-IdentificationCross-Modal Attention

  11. CASHEW: Stabilizing Multimodal Reasoning via Iterative Trajectory Aggregation

    Jan 12, 2026Chaoyu Li, Fei Tao, Pooyan FazliMultimodal ReasoningVisual Reasoning

  12. VLM-CAD: VLM-Optimized Collaborative Agent Design Workflow for Analog Circuit Sizing

    Jan 12, 2026Guanyuan Pan, Shuai Wang, Yugui Lin +4Analog CircuitsMultimodal Reasoning

  13. CLIMP: Contrastive Language-Image Mamba Pretraining

    Jan 11, 2026Nimrod Shabtay, Itamar Zimerman, Eli Schwartz +1Vision TransformerCross-Modal Learning

  14. Generative Semantic Multi-Object Tracking: A Large-Scale Benchmark and an MLLM-Driven Reasoning Framework

    Jan 10, 2026Pan Liao, Feng Yang, Di Wu +3Multi-Object TrackingVideo Multimodal Large Language Models

  15. BabyVision: Visual Reasoning Beyond Language

    Jan 10, 2026Liang Chen, Weichu Xie, Yiyan Liang +27Visual ReasoningVisual Perception

  16. Towards Multi-modal Multi-turn Safety: From Agentic Interaction to Strategic Alignment

    Jan 8, 2026Han Zhu, Jiale Chen, Chengkun Cai +8Safety AlignmentMulti-Modal Large Language Models

  17. FEA-SLT: A Gloss-Free End-to-End Framework for Facial-Expression-Aware Sign Language Translation

    Jan 7, 2026Guobin Tu, Di WengSign Language RecognitionSimultaneous Speech Translation

  18. NarrativeTrack: Evaluating Entity-Centric Reasoning for Narrative Understanding

    Jan 3, 2026Hyeonjeong Ha, Jinjin Ge, Bo Feng +2Video Multimodal Large Language ModelsNarratives

  19. MUSON: A Reasoning-oriented Multimodal Dataset for Socially Compliant Navigation in Urban Environments

    Dec 28, 2025Zhuonan Liu, Xinyu Zhang, Zishuo Wang +8Vision-Language NavigationMultimodal Dataset

  20. High-Entropy Tokens as Multimodal Failure Points in Vision-Language Models

    Dec 26, 2025Mengqi He, Xinyu Tian, Xin Shen +4Multimodal Learning

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

    Dec 17, 2025Hongbo Wang, AprilPyone MaungMaung, Isao EchizenToxicityLarge Language Model Safety

  22. Defect-aware Hybrid Prompt Optimization via Progressive Tuning for Zero-Shot Multi-type Anomaly Detection and Segmentation

    Dec 10, 2025Nadeem Nazer, Hongkuan Zhou, Lavdim Halilaj +2Zero-Shot Anomaly DetectionAnomaly

  23. 6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models

    Dec 3, 2025Leon Mayer, Piotr Kalinowski, Caroline Ebersbach +6Medical Vision-Language ModelsMultimodal Benchmarks

  24. See, Think, Learn: A Self-Taught Multimodal Reasoner

    Dec 2, 2025Sourabh Sharma, Sonam Gupta, SadbhawnaMultimodal ReasoningThinking

  25. FDRMFL: Multimodal Federated Feature Extraction Model Based on Information Maximization and Contrastive Learning

    Nov 30, 2025Haozhe WuCross-Modal LearningContrastive Learning

  26. Understanding the Effects of Distractors on Reasoning Vision-Language Models

    Nov 26, 2025Jiyun Bae, Hyunjong Ok, Sangwoo Mo +1Large Vision Language ModelsDistractor

  27. Learning to Generate Human-Human-Object Interactions from Textual Descriptions

    Nov 25, 2025Jeonghyeon Na, Sangwon Baik, Inhee Lee +2Articulated ObjectsHuman Motion Generation

  28. VKnowU: Evaluating Visual Knowledge Understanding in Multimodal LLMs

    Nov 25, 2025Tianxiang Jiang, Sheng Xia, Yicheng Xu +5Video Multimodal Large Language ModelsMultimodal Learning

  29. Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning

    Nov 25, 2025Zhen Zeng, Leijiang Gu, Zhangling Duan +4Large Language Model UnlearningMulti-Modal Large Language Models

  30. Together, Then Apart: Balancing Alignment and Distinctiveness for Multimodal Survival Analysis

    Nov 22, 2025Wenjing Liu, Qin Ren, Wen Zhang +2Survival PredictionsCancer Genome Atlas

  31. A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models

    Nov 19, 2025Duo Li, Zuhao Yang, Xiaoqin Zhang +2Diffusion Language ModelsMulti-Modal Large Language Models

  32. BOFA: Bridge-Layer Orthogonal Low-Rank Fusion for CLIP-Based Class-Incremental Learning

    Nov 14, 2025Lan Li, Tao Hu, Da-Wei Zhou +3Domain Incremental LearningIn-Context Learning

  33. SEPS: Semantic-enhanced Patch Slimming Framework for fine-grained cross-modal alignment

    Nov 3, 2025Xinyu Mao, Junsi Li, Haoji Zhang +2Cross-Modal AlignmentVideo Captioning

  34. GUI-AIMA: Aligning Intrinsic Multimodal Attention with a Context Anchor for GUI Grounding

    Nov 2, 2025Shijie Zhou, Viet Dac Lai, Hao Tan +4Graphical User InterfaceCross-Modal Attention

  35. Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generation

    Oct 28, 2025Alexander Martin, William Walden, Reno Kriz +5Multi-Source Retrieval-Augmented GenerationMultimodal Learning

  36. M4FC: a Multimodal, Multilingual, Multicultural, Multitask Real-World Fact-Checking Dataset

    Oct 27, 2025Jiahui Geng, Jonathan Tonglet, Iryna GurevychMultilingual Fact-CheckingMultimodal Dataset

  37. Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

    Oct 27, 2025Hongyi Wang, Zhengjie Zhu, Junlin Hou +13Whole-Slide ImagesComputational Pathology

  38. SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models

    Oct 14, 2025Weiyang Jin, Yuwei Niu, Jiaqi Liao +4Unified Multimodal ModelsVisual Reasoning

  39. UniVideo: Unified Understanding, Generation, and Editing for Videos

    Oct 9, 2025Cong Wei, Quande Liu, Zixuan Ye +5Video EditingMultimodal Generation

  40. Taming Text-to-Sounding Video Generation via Advanced Modality Condition and Interaction

    Oct 3, 2025Kaisi Guan, Xihua Wang, Zhengfeng Lai +5Joint Audio-Video GenerationVideo Captioning

  41. Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs

    Oct 1, 2025Sanghwan Kim, Rui Xiao, Stephan Alaniz +2Video Multimodal Large Language ModelsVisual Reasoning

  42. LUQ: Layerwise Ultra-Low Bit Quantization for Multimodal Large Language Models

    Sep 28, 2025Shubhang Bhatnagar, Andy Xu, Kar-Han Tan +1Large Language Model QuantizationMulti-Modal Large Language Models

  43. Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation

    Sep 26, 2025Jinpeng Lu, Linghan Cai, Yinda Chen +43D Semantic SegmentationMedical Image Segmentation

  44. Understanding Role Switching in Human-AI Collaboration through Multimodal Behavioral Signals

    Sep 25, 2025Avinash Ajit Nargund, Arthur Caetano, Kevin Yang +7Human-Ai CollaborationCollaboration

  45. MOCHA: Multi-modal Objects-aware Cross-arcHitecture Alignment

    Sep 17, 2025Elena Camuffo, Francesco Barbato, Mete Ozay +2Multimodal AlignmentLarge Vision Language Models

  46. Scaling to Multimodal and Multichannel Heart Sound Classification with Synthetic and Augmented Biosignals

    Sep 15, 2025Milan Marocchi, Matthew Fynn, Kayapanda Mandana +1Congenital Heart DiseaseMultimodal Physiological Signals

  47. Reconstruction Alignment Improves Unified Multimodal Models

    Sep 8, 2025Ji Xie, Trevor Darrell, Luke Zettlemoyer +1Unified Multimodal ModelsLLM Post-Training Methods

  48. Phantom-Insight: Adaptive Multi-cue Fusion for Video Camouflaged Object Detection with Multimodal LLM

    Sep 8, 2025Hua Zhang, Changjiang LuoCamouflaged Object DetectionVideo Object Segmentation

  49. Explain Before You Answer: A Survey on Compositional Visual Reasoning

    Aug 24, 2025Fucai Ke, Joy Hsu, Zhixi Cai +10Visual ReasoningMultimodal Reasoning

  50. EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation

    Aug 22, 2025Xiaoxiong Zhang, Xin Zhou, Zhiwei Zeng +2Multimodal RecommendationModality Alignment

  51. Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

    Aug 22, 2025Ruiqi Wu, Yuang Yao, Na Su +11OphthalmologyMultimodal Reasoning

  52. DocHop-QA: Towards Multi-Hop Reasoning over Multimodal Document Collections

    Aug 20, 2025Jiwon Park, Seohyun Pyeon, Jinwoo Kim +4Multimodal DocumentsQuestion-Answer Pairs

  53. Inverse-LLaVA: Rethinking Multimodal Alignment via Text-to-Vision Mapping

    Aug 17, 2025Xuhui Zhan, Tyler DerrMultimodal AlignmentMultimodal Reasoning

  54. No Data Wasted: A Semi-supervised Generative Model for Incomplete Multi-view Data Integration with Missing Labels

    Aug 15, 2025Yiyang Shen, Weiran WangSemi-Supervised LearningMulti-View

  55. MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

    Aug 14, 2025Shilong Li, Xingyuan Bu, Wenjie Wang +22Multimodal Search AgentsMultimodal Retrieval

  56. VGGSounder: Audio-Visual Evaluations for Foundation Models

    Aug 11, 2025Daniil Zverev, Thaddäus Wiedemer, Ameya Prabhu +3Multimodal Foundation ModelVision Foundation Models

  57. NEARL: Interacted Query Adaptation with Orthogonal Regularization for Medical Vision-Language Understanding

    Aug 6, 2025Zelin Peng, Yichen Zhao, Yu Huang +5Medical Vision-Language ModelsCross-Modal Learning

  58. Web-CogReasoner: Towards Multimodal Knowledge-Induced Cognitive Reasoning for Web Agents

    Aug 3, 2025Yuhan Guo, Cong Guo, Aiwen Sun +12Web AgentsMultimodal Agents

  59. Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications

    Aug 1, 2025Zizhan Ma, Wenxuan Wang, Meidan Ding +7Large Language Model ReasoningSystematic Review

  60. SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning

    Jul 22, 2025Xiuwei Chen, Wentao Hu, Hanhui Li +9Mathematical ReasoningUnified Multimodal Models