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. Headroom-Drift Replay: A Primitive for Principled Replay Control in GRPO

    Sep 3, 2026Hyun Bin Park, Du-Seong ChangGroup Relative Policy OptimizationAgentic Search

  2. GraFT: A Training-Free Framework for Spatial Reasoning in Multimodal Large Language Models via 3D Scene Graphs

    Sep 3, 2026Junqing Du, Fernando Ropero, Erkin Turkoz +23D Spatial ReasoningSpatial Reasoning

  3. VisCAD: A Foundation Model Suite with Multimodal Industrial CAD Intelligence

    Sep 3, 2026JoyIndustrial VisCAD Team, Linxin Cai, Qiuhe Hong +10Computer-Aided Design3D Models

  4. Urban Boundaries, Social Barriers: A Benchmark and Vision-Centric Framework for Mapping Gated Communities and Equity Implications

    Sep 3, 2026Minwei Zhao, Weiming Zhang, Jiawang Du +4Urban EnvironmentsBarriers

  5. The Attention Triangle in Audio-Video Models

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

  6. WIDE: Wildcard Inference with Dynamic Expansion for Cross-Modal Generative Retrieval

    Sep 3, 2026Teng Guo, Xin Wang, Jiayou Xu +3Multimodal RetrievalCross-Modal Learning

  7. CulturalMenuBench: Probing the Knowledge-Application Gap in Multimodal Culinary Reasoning

    Sep 3, 2026Bo Zeng, Linfeng Gao, Peiqin Lin +9Non-Destructive Frying Oil Oxidation AssessmentMultimodal Reasoning

  8. SimpleDesign: A Joint Model for Protein Sequence and Structure Codesign

    Sep 3, 2026Jiarui Lu, Yuyang Wang, Yizhe Zhang +4Protein DesignSequence Modeling

  9. DocHop: Benchmarking Out-of-domain Multi-hop Reasoning in Information-Dense Documents

    Sep 2, 2026Zhuoran Yu, Le Thien Phuc Nguyen, Jaden Park +5Multimodal Reasoning BenchmarksMulti-Hop Reasoning

  10. 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

  11. Who Drives the Probability Game of VLMs? A Temporal Causal Drive Evaluation Framework

    Sep 2, 2026Shuyao Xiao, Shengling Wang, Haoyu Niu +4Multimodal GenerationAutoregressive Decoding

  12. Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

    Sep 1, 2026Penghao Wu, Haiwen Diao, Weichen Fan +3Unified Multimodal ModelsMultimodal Learning

  13. Semantic-Guided Multimodal Preprocessing for Vision Transformer-Based Clear Cell Renal Cell Carcinoma Grading

    Sep 1, 2026Fatemeh Javadian, Zhu Chen, Zahra Aminparast +1Non-Small Cell Lung CancerComputational Pathology

  14. Contribution-Aware Bandwidth Allocation for Multimodal Split Learning

    Sep 1, 2026Iason Ofeidis, Leandros TassiulasRobust Multimodal LearningWireless Resource Allocation

  15. Multimodal RGB-Infrared Combination for UAV-Based Wildfire Segmentation: A Comparative Study on FLAME3

    Sep 1, 2026Matheus F. Kovaleski, Luís Garrote, Cristiano Premebida +2Wildfire DetectionMultimodal Fusion

  16. When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP

    Sep 1, 2026Shota Sato, Hajime Kiyama, Tosho Hirasawa +1Modality GapFrozen Contrastive Language-Image Pre-Training Visual Encoder

  17. Towards reliable multimodal disaster severity assessment through preference optimization and explainable vision-language reasoning

    Sep 1, 2026Yuanjun Zhang, Fuzel Ahamed Shaik, Suvojit Acharjee +2Post-Disaster Damage AssessmentMultimodal Reasoning

  18. The Visual Insensitivity Gap: Diagnosing When Vision-Language Models Fail to Use Visual Evidence

    Sep 1, 2026Genpei ZhangLarge Vision Language ModelsVisual Perception

  19. Benchmarking Vision-Language Models for Automated Pathology Diagnosis and Report Generation

    Sep 1, 2026Yumi Lee, Harim Oh, Hyoryung Kim +52Pathology Foundation ModelsComputational Pathology

  20. 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

  21. BrainDiff: Longitudinal Report Generation for Multimodal Brain MRI

    Sep 1, 2026Krish Patel, Peirong LiuBrain Magnetic Resonance ImagingRadiology Report Generation

  22. Same Semantics, Different Outcome: On the Modality Robustness of Multimodal LLMs under Knowledge Conflict

    Sep 1, 2026Jungyeon Lee, Yejin Yoon, Taeuk KimMulti-Modal Large Language ModelsMultimodal Learning

  23. (V)LMs generalize beyond surface co-occurrence: Evidence from cross-modal number agreement

    Aug 31, 2026Zach Studdiford, Kanishka MisraCo-OccurrencePoint-Vlms

  24. CrossFeat: Bridging Imaging Modalities in Feature Descriptor Space

    Aug 31, 2026Paul Schneider, Nazim HaouchineCross-Modal LearningUnimodal Representations

  25. Distributed Implicit Harm: A Compositional Safety Blind Spot in MLLM-Based Video Moderation

    Aug 31, 2026Ruotong Wang, Zihao Zhu, Siwei Lyu +2Video Multimodal Large Language ModelsHarms

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

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

  27. MMDS-Bench: Benchmarking Multimodal Large Language Models on Dynamic Stance in Social Media Interactions

    Aug 31, 2026Yuzhe Ding, Kang He, Li Zheng +5Multi-Modal Large Language ModelsMultimodal Learning

  28. SurgSkill-Bench: A Benchmark for Multimodal Surgical Skill Assessment

    Aug 31, 2026Chaohui Dang, Zheheng Jiang, James Glasbey +3Gradient SurgeryMultimodal Evaluation

  29. TAMI: Temporally Aligned, Missingness-Aware, and Interpretable Multimodal Fusion for Mental Health Assessment in Older Adults with Mild Cognitive Impairment

    Aug 31, 2026Merna Bibars, Bolaji Omofojoye, Allan I. Levey +3Mild Cognitive ImpairmentMultimodal Clinical Data

  30. Do VLMs Share Safety Neurons Across Modalities?

    Aug 31, 2026Jiaxuan Li, Jiahao Zhang, Duc Minh Vo +3SafetyMultimodal Benchmarks

  31. Multimodal Adaptive Expert Selection with Text Routing and Ordinal Prototype Optimization for Sentiment Analysis

    Aug 31, 2026Xiaode Chen, Jiakang Yu, Hongtao Deng +3Sentiment AnalysisMultimodal Learning

  32. VisLens: Single-Pass Interpretable Visual Search for Multimodal LLMs

    Aug 31, 2026Jingyi He, Sanghwan Kim, Zeynep AkataMultiple Vision TasksMulti-Modal Large Language Models

  33. OCR-MetaReasoning Benchmark: Evaluating the Meta-Reasoning Ability of MLLMs in Text-Rich Image Understanding

    Aug 31, 2026Gengxu Li, Yuan Wu, Yi ChangMulti-Modal Large Language ModelsImage-Text Pairs

  34. Textual Acoustic Grounding for Generalizable LLM-Based Deepfake Voice Detection

    Aug 31, 2026Yassine El Kheir, Xin Wang, Wanqing Ge +3Audio Deepfake DetectionAudio Encoders

  35. GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patterns

    Aug 31, 2026Yinwen Lu, Weihao Luo, Yueqi ZhongFabricGarments

  36. CM2: Multimodal Cultural Reasoning via an Integrated Multi-Agent Framework

    Aug 31, 2026Qi Li, Zhaojie Kang, Yingjie He +6Multimodal ReasoningLarge Language Model Reasoning

  37. Learning Where Outcomes Change:Credit-Addressable Reasoning for Multimodal Geometry

    Aug 31, 2026Jiani Guo, Junjie Wang, Jie Wu +5Multimodal ReasoningOutcome

  38. Read the Room, Read the Image: Understanding Indirect Speech Acts in Multimodal Visual Contexts

    Aug 31, 2026Jaehee Kim, Ji Hoon Chung, Seoyoon Park +5Multimodal BenchmarksMultimodal Learning

  39. Using Prosody to Predict Syntactic Structure

    Aug 31, 2026Junghyun Min, Alex Warstadt, Tamar I. Regev +2Prosodic FeaturesProsody

  40. Semantic-Spatial Discriminability Enhancement for Generalized Visual Grounding

    Aug 31, 2026Kaiyan Lei, Xu-Yao ZhangExplicit Visual GroundingSequential Visual Localization

  41. When Models Hear What They Expect: Diagnosing Prosodic Heuristics in Multimodal Sarcasm Detection

    Aug 31, 2026Yongjian Chen, Pengfei Wei, Yiqun Sun +2HumorProsodic Features

  42. Reactivating Test-Time Scaling for Plane Geometry Problem Solving

    Aug 31, 2026Xiaoqiang Kang, Shengen Wu, Maizhen Ning +5Test-Time ScalingRepresentational Geometry

  43. TAKE 85: Testing Audiovisual filmmaKer's intEnt across 85 Hours of Film

    Aug 30, 2026Kaishuu Shinozaki-Conefrey, Olivier Pascaud, Robin Courant +3FilmsCo-Director

  44. Towards Continual Test-Time Adaptation of Vision-Language Models in Open-Vocabulary Semantic Segmentation

    Aug 30, 2026Chandler Timm C. Doloriel, Yunbei Zhang, Sarthak Kumar Maharana +5Vision-Language Model AdaptationVision-Language Alignment

  45. When History Is Multimodal: Rethinking Context Management for Long-Horizon Agents

    Aug 30, 2026Jiaqi Su, Cong Pang, Jiawei Hong +4Multimodal MemoryLong-Horizon Agents

  46. Perceive to Hypothesize, Verify to Ground: An Agentic Reasoning Framework for Open-World Geo-Localization

    Aug 30, 2026Yutian Jiang, Ruijie Li, Sisuo Lyu +4Cross-View Geo-LocalizationVisual Grounding

  47. DVBench: Benchmarking MLLMs for Understanding Dynamic Charts and Narratives in Data Videos

    Aug 30, 2026Bomiao Wang, Zekai Shao, Jiexiang Lan +3Video UnderstandingChart

  48. Accelerating Unified Multimodal Models with Core-Expansion Routing and Unified Computation Scheduling

    Aug 29, 2026Wengyi Zhan, Chenqian Yan, Songwei Liu +2Unified Multimodal ModelsHigh-Fidelity Conditional Generation

  49. Fully Unleashing the Multimodal Attacker: Meta-Adaptive Jailbreaking of Vision-Language Models

    Aug 27, 2026Benlei Cui, Shen Pang, Yuke Wang +7Large Language Model JailbreaksJailbreak Evaluations

  50. MVC-Bench: Benchmarking Calibration of Medical Vision-Language Models

    Aug 27, 2026Ashshak Sharifdeen, Shihab Aaqil Ahamed, Ufaq Khan +6Medical Vision-Language ModelsMultimodal Benchmarks

  51. PonderPounce: A Pretrained MLLM as an Episode Context Engine for Robot Control

    Aug 25, 2026Suhwan Choi, Jaeyoon Jung, Sungkyung Kim +2Deepmind Control SuiteVision-Language-Action Models

  52. LUCAID: Agentic Multimodal AI for Lung Cancer Precision Pathology

    Aug 24, 2026Marie-Lisa Eich, Kai Standvoss, Timo Milbich +30Multimodal Clinical DataMultimodal Agents

  53. VT-MUSE: Multimodal Unified Sequential Visuotactile Representation Learning for Manipulation

    Aug 21, 2026Congsheng Xu, Qiaochu Yang, Fangyuan Shi +9Tactile PerceptionManipulation

  54. EgoMonth: A Month-Level Egocentric Video Benchmark for Long-Term Spatiotemporal Memory

    Aug 13, 2026Weitao Chen, Hu Jiaxin, Xie Tianyidan +15Multimodal MemoryLongvideobench

  55. CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation

    Aug 13, 2026Hamza Shafiq, Hung Manh Pham, Bin Zhu +3Congenital Heart DiseaseJoint-Embedding Predictive Architectures

  56. Beyond Visual Evidence: Revealing and Mitigating Relational Privacy Leakage in Document MLLMs

    Aug 13, 2026Beining Xu, Hairui Wang, Jiaxin Wang +2Efficient Privacy LossMulti-Modal Large Language Models

  57. ReflectFact: Self-Reflective Agents for Improving Comprehension and Reasoning in Multi-Hop Fact Verification

    Aug 13, 2026Runze Zhao, Zixin Tang, Xiaoshuai Hao +4Fact-CheckingMulti-Hop Reasoning

  58. Heterogeneous Vision-Language Ensemble with Disagreement-Aware Reranking for Text-Based Person Anomaly Retrieval

    Aug 13, 2026Huu-An Vu, Cam Tu Tran Thi, Thanh Toan Le Ngo +5Pedestrian DetectionMultimodal Retrieval

  59. Beyond Correctness: Benchmarking and Aligning Response Behaviors in Hybrid-Thinking MLLMs

    Aug 13, 2026Xinming Wang, Weinong Wang, Hongming Yang +13Multimodal ReasoningResponses

  60. A Cloud-Edge System for Multimodal Clinical Screening in Resource-Constrained Rural Settings

    Aug 13, 2026Hei Ting, Chan, Chenwei Wu +8Edge ComputingResource-Constrained Edge Devices