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. UltraVR: A Diagnostic Ultra-Resolution Image-VQA Benchmark for Evidence-Grounded Reasoning

    Jun 4, 2026Gexin Huang, Yanting Yang, Myeongkyun Kang +6Visual ReasoningMultimodal Reasoning Benchmarks

  2. WorldBench: A Challenging and Visually Diverse Multimodal Reasoning Benchmark

    Jun 4, 2026Yida Yin, Harish Krishnakumar, Chung Peng Lee +9Multimodal Reasoning BenchmarksMultimodal Benchmarks

  3. Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models

    Jun 4, 2026Mohammad Mahdi Abootorabi, Omid Ghahroodi, Anas Madkoor +4Multimodal BenchmarksMultilingual Benchmark

  4. RePercENT: Scaling Disentangled Representation Learning Beyond Two Modalities

    Jun 3, 2026Vasiliki Rizou, Pascal Frossard, Dorina ThanouMulti-Modal Representation LearningRepresentation Learning

  5. UniCAD: A Unified Benchmark and Universal Model for Multi-Modal Multi-Task CAD

    Jun 3, 2026Jingyuan Chen, Sheng Jin, Haopeng Sun +2Computer-Aided DesignUnified Multimodal Models

  6. BreastGPT: A Multimodal Large Language Model for the Full Spectrum of Breast Cancer Clinical Routine

    Jun 3, 2026Yang Liu, Jiajin Zhang, Danyang Tu +8MammographyMultimodal Clinical Data

  7. UniCA: Bi-directional Cross-Attention with Positive Similarity Loss for Robust Multi-Modal Retrieval

    Jun 3, 2026Yini Huang, Wenlong ZhangMultimodal RetrievalCross-Modal Alignment

  8. Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM

    Jun 3, 2026SooHwan Eom, Jay Shim, Gwanhyeong Koo +4Cross-Modal LearningMamba

  9. Beyond Symmetric Alignment: Spectral Diagnostics of Modality Imbalance in Vision-Language Models in the Medical Domain

    Jun 3, 2026Alessandro Gambetti, Qiwei Han, Cláudia Soares +1Medical Vision-Language ModelsModality Gap

  10. COMBINER: Composed Image Retrieval Guided by Attribute-based Neighbor Relations

    Jun 3, 2026Zixu Li, Yupeng Hu, Zhiwei Chen +3Composed Image RetrievalCross-Modal Learning

  11. A Systematic Evaluation of Positional Bias in Multi-Video Summarization with MLLMs

    Jun 3, 2026Huangchen Xu, Yuan Wu, Yi ChangVideo Multimodal Large Language ModelsSummarization

  12. Hyper-ICL: Attention Calibration with Hyperbolic Anchor Distillation for Multimodal In-Context Learning

    Jun 3, 2026Niloufar Alipour Talemi, Hossein Kashiani, Fatemeh AfghahMulti-Modal Large Language ModelsIn-Context Learning

  13. An Empirical Study of Data Scale, Model Complexity, and Input Modalities in Visual Generalization

    Jun 3, 2026Yidi ZhouluoModel ComplexityInput Modality

  14. From Symbolic to Geometric: Enabling Spatial Reasoning in Large Language Models

    Jun 3, 2026Chen Chu, Bita Azarijoo, Li Xiong +2Spatial ReasoningSpatial Representation

  15. FindIt: A Format-Informed Visual Detection Benchmark for Generalist Multimodal LLMs

    Jun 2, 2026Eshika Khandelwal, Jingjing Pan, Mingfang Zhang +3Multimodal BenchmarksMulti-Modal Large Language Models

  16. UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation

    Jun 2, 2026Zeyuan Yang, Hao-Wei Chen, Xueyang Yu +5Text-To-Image Diffusion ModelsMultimodal Generation

  17. VAMPS: Visual-Assisted Mathematical Problem Solving Benchmark

    Jun 2, 2026Amirhossein Dabiriaghdam, Shayan Vassef, Mohammadreza Bakhtiari +5Visual ReasoningMultimodal Benchmarks

  18. Overview of the EReL@MIR 2025 Multimodal Document Retrieval Challenge (Track 1)

    Jun 2, 2026Jingbiao MeiMultimodal RetrievalVisual Document Retrieval

  19. MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A

    Jun 2, 2026Hanoz Bhathena, Parin Rajesh Jhaveri, Rohan Mittal +7Multimodal Learning

  20. GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs

    Jun 2, 2026Weidong Tang, Jierui Li, Yueling Hou +7Theory-Of-Mind ReasoningGroup

  21. Building The Ph(ysical)AI Layer Of Machine Intelligence

    Jun 2, 2026Ulbert Jose Botero, Liam Smith, Brooks Olney +5Transfer LearningCross-Modal Learning

  22. Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models

    Jun 2, 2026Mahtab Bigverdi, Linjie Li, Weikai Huang +8Spatial ReasoningPerceptual Understanding

  23. GridVQA-X: A Framework for Evaluating Multimodal Explainability Methods

    Jun 2, 2026Sujay Belsare, Sudarshan Nikhil, Sushant Kumar +2ExplainabilityMultimodal Learning

  24. Benchmarking Visual State Tracking in Multimodal Video Understanding

    Jun 2, 2026Sihyun Yu, Nanye Ma, Pinzhi Huang +8Video Multimodal Large Language ModelsVideo Understanding

  25. Visual Instruction Tuning Aligns Modalities through Abstraction

    Jun 2, 2026Luis Palacios, Lorenzo Basile, Diego Doimo +1Vision-LanguageInstruction Tuning

  26. MAGNIFIED: RL Fine-tuning of Multimodal Large Language Models for Motion Planning

    Jun 2, 2026Letian Chen, Yiren Lu, Justin Fu +5Autonomous DrivingReinforcement Fine-Tuning

  27. Exploring Adversarial Robustness and Safety Alignment in Multilingual Multi-Modal Large Language Models

    Jun 2, 2026Hashmat Shadab Malik, Muzammal Naseer, Salman KhanMultilingual SafetyLarge Language Model Safety

  28. Investigating Adversarial Robustness of Multi-modal Large Language Models

    Jun 2, 2026Hashmat Shadab Malik, Muzammal Naseer, Salman KhanMulti-Modal Large Language Models

  29. Foley-Omni: A Unified Multimodal Generation Model from Task-Level Audio Synthesis to Complete Video Soundtrack Generation

    Jun 2, 2026Ye Tao, Lupeng Liu, Xuenan Xu +6Joint Audio-Video GenerationMultimodal Generation

  30. CR-Seg: Attention-Guided and CoT-Enhanced Coarse-to-Refined Reasoning Segmentation

    Jun 2, 2026Yifan Cao, Xiaocui Yang, Faxian Wan +3Multimodal ReasoningVision-Language Model Grounding

  31. Intra-Modal Neighbors Never Lie: Rectifying Inter-Modal Noisy Correspondence via Graph-Based Intra-Modal Reasoning

    Jun 2, 2026Yang Liu, Wentao Feng, Shu-Dong Huang +2Cross-Modal LearningFeature Matching

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

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

  33. Mixed-Modality Dual Face-Hair Retrieval

    Jun 2, 2026Quoc-Anh Bui-Huynh, Mai-Tuyen Lam, Dai-Anh-Tuan Nguyen +1Multimodal RetrievalFace Embeddings

  34. CP-Agent: Context-Aware Multimodal Reasoning for Cellular Morphological Profiling under Chemical Perturbations

    Jun 2, 2026Yuxin Zhang, Yiyao Li, Ping Shu Ho +3Drug DiscoveryMultimodal Agents

  35. IDO: Incongruity-aware Distribution Optimization for Multimodal Fake News Detection

    Jun 2, 2026Hengyang Zhou, Rongman Hong, Yuxuan Zhou +2Fake News DetectionCross-Modal Learning

  36. SagaQA: A Multi-hop Reasoning Benchmark for Long-form Narrative Understanding in TV Series

    Jun 2, 2026Galann Pennec, Zhengyuan Liu, Nicholas Asher +2Multimodal ReasoningMulti-Hop Reasoning

  37. FAF-CD: Frequency-Aware Fusion for Change Detection under Imperfect Multimodal Remote Sensing

    Jun 2, 2026Yufan Wang, Sokratis Makrogiannis, Chandra KambhamettuChange DetectionFrequency-Spatial Fusion Module

  38. PhotoCraft: Agentic Reasoning with Hierarchical Self-Evolving Memory for Deep Image Search

    Jun 2, 2026Kailin Lyu, Zhiqiang Yuan, Jianwei He +9Multimodal Search AgentsMulti-Modal Large Language Models

  39. TGV-KV: Text-Grounded KV Eviction for Vision-Language Models

    Jun 2, 2026Jizhihui Liu, Ruizi Han, Miao Zhang +4Large Vision Language ModelsKey-Value Cache Eviction

  40. CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection

    Jun 2, 2026Jinjie Shen, Yaxiong Wang, Yujiao Wu +5Fake News DetectionMultimodal Artificial Intelligence

  41. Will Accurate Fields Mislead Photonic Design? FromGlobal Accuracy to Port Readout

    Jun 2, 2026Yitian Zhang, Yonghong chen, Youming Chen +6Photonic DevicesNeural Fields

  42. MUSE: A Unified Agentic Harness for MLLMs

    Jun 2, 2026Jianglin Lu, Hailing Wang, Xu Ma +4Multi-Modal Large Language ModelsMultimodal Reasoning

  43. The Road Ahead in Autonomous Driving: The KITScenes Multimodal Dataset

    Jun 1, 2026Richard Schwarzkopf, Fabian Immel, Alexander Blumberg +21Naturalistic Driving DataAutonomous Driving

  44. Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning

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

  45. AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs

    Jun 1, 2026Yaoting Wang, Ziyi Zhang, Wenming Tu +10Audio-Visual ReasoningCross-Modal Learning

  46. GeoDrive-Bench: Benchmarking Region-Specific Multimodal Reasoning in Autonomous Driving

    Jun 1, 2026Yingzi Ma, Chaowei Xiao, Ming JiangAutonomous DrivingDriving

  47. Plan2Map: A Multimodal Benchmark for Document-Grounded Geospatial Boundary Reconstruction from Planning Records

    Jun 1, 2026Fabian Degen, Oishi Deb, Jindong Gu +4GeospatialGeoquery

  48. AdaCodec: A Predictive Visual Code for Video MLLMs

    Jun 1, 2026Haowen Hou, Zhen Huang, Zheming Liang +8Video Multimodal Large Language ModelsLongvideobench

  49. Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events

    Jun 1, 2026Xiaolin Liu, Yilun Zhu, Xiangyu Zhao +9Video Multimodal Large Language Models

  50. ToolFG: Towards Well-Grounded Fine-Grained Image Classification

    Jun 1, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +4Fine-Grained PerceptionImage Classification

  51. CRAM: Centroid-Routing and Adaptive MoE for Multimodal Continual Instruction Tuning

    Jun 1, 2026Jun-Tao Tang, Zhen-Hao Xie, Yu-Cheng Shi +1Multimodal Instruction TuningInstruction Tuning

  52. X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding

    Jun 1, 2026Peiwen Sun, Xudong Lu, Huadai Liu +10Streaming VideoMulti-Modal Large Language Models

  53. Multi-modal Video Representation Alignment for Robust Self-supervised Driver Distraction Detection

    Jun 1, 2026David J. Lerch, Livien Majer, Zeyun Zhong +3Multi-Modal Representation LearningMultimodal Alignment

  54. Before Fusion, Ask What to Keep: Contextual Calibration of Multimodal Signals

    Jun 1, 2026Jiyuan Liu, Liangwei Nathan Zheng, Wei Emma Zhang +2Multimodal FusionInput Modality

  55. Cross-modal linkage risk in clinical vision-language models

    Jun 1, 2026Soroosh Tayebi Arasteh, Mahshad Lotfinia, Sven Nebelung +1Medical Vision-Language ModelsChest Radiography

  56. Towards Resolving Optimization Conflicts Between Image- and Text-Based Person Re-Identification

    Jun 1, 2026Karina Kvanchiani, Timur MamedovRe-IdentificationCross-Modal Learning

  57. Jailbreaking Multimodal Large Language Models using Multi-Clip Video

    Jun 1, 2026Choongwon Kang, Seungjong Sun, Hyunmin Jun +1Large Language Model JailbreaksVideo Multimodal Large Language Models

  58. A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision

    Jun 1, 2026Stefano Samele, Eugenio Lomurno, Teodora Jovanovic +3Zero-Shot Anomaly DetectionMultimodal Benchmarks

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

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

  60. Mechanistic Diagnostics of Spatial Lexical Bias in Multimodal Large Language Model Spatial Reasoning

    Jun 1, 2026Chuang Ma, Qianying Liu, Tomoyuki Obuchi +6Multi-Modal Large Language ModelsSpatial Reasoning