Multimodal

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Period ending 2026-09-21

65 new papers

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Period ending 2026-09-07

26 new papers

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  1. RemoteShield: Enable Robust Multimodal Large Language Models for Earth Observation

    Apr 19, 2026Rui Min, Liang Yao, Shiyu Miao +5Remote SensingEarth Observation

  2. Enhancing Zero-shot Personalized Image Aesthetics Assessment with Profile-aware Multimodal LLM

    Apr 19, 2026Chun Wang, Chenfeng Wei, Chenyang Liu +1AestheticsMulti-Modal Large Language Models

  3. Cross-Modal Attention Analysis and Optimization in Vision-Language Models: A Study on Visual Reliability

    Apr 19, 2026Lijie ZhouCross-Modal AttentionCross-Modal Learning

  4. Modeling Multi-Dimensional Cognitive States in Large Language Models under Cognitive Crowding

    Apr 19, 2026Lin Zhong, Siyu Zhu, Zizhen Yuan +5Multi-Modal Large Language ModelsCognitive Science

  5. Multi-Granularity Reasoning for Natural Language Inference

    Apr 18, 2026Chunling Xi, Di LiangNatural Language InferenceMultimodal Reasoning

  6. Conditional Evidence Reconstruction and Decomposition for Interpretable Multimodal Diagnosis

    Apr 18, 2026Shaowen Wan, Yanjun Lv, Lu Zhang +5Multimodal Clinical DataRobust Multimodal Learning

  7. DOSE: Data Selection for Multi-Modal LLMs via Off-the-Shelf Models

    Apr 18, 2026Biao Wu, Yiwu Zhong, Meng Fang +1Multi-Modal Large Language Models

  8. PivotMerge: Bridging Heterogeneous Multimodal Pre-training via Post-Alignment Model Merging

    Apr 18, 2026Zibo Shao, Baochen Xiong, Xiaoshan Yang +4Cross-Modal AlignmentMultimodal Pretraining

  9. Test-Time Adaptation for EEG Foundation Models: A Systematic Study under Real-World Distribution Shifts

    Apr 18, 2026Gabriel Jason Lee, Jathurshan Pradeepkumar, Jimeng SunElectroencephalography Foundation ModelsContinual Test-Time Adaptation

  10. KIRA: Knowledge-Intensive Image Retrieval and Reasoning Architecture for Specialized Visual Domains

    Apr 18, 2026Parthaw Goswami, Jaynto Goswami DeepMulti-Source Retrieval-Augmented GenerationComposed Image Retrieval

  11. Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models

    Apr 18, 2026Xinru Yan, Boxi Cao, Yaojie Lu +4Omni-ModalMulti-Modal Large Language Models

  12. CrossFlowDG: Bridging the Modality Gap with Cross-modal Flow Matching for Domain Generalization

    Apr 18, 2026Antonios Kritikos, Nikolaos Spanos, Athanasios VoulodimosContrastive AlignmentDomain Generalization

  13. LFRAG: Layout-oriented Fine-grained Retrieval-Augmented Generation on Multimodal Document Understanding

    Apr 18, 2026Yifan Zhu, Yu Mi, Yue Lu +2Multi-Source Retrieval-Augmented GenerationMultimodal Documents

  14. Frequency-Decomposed INR for NIR-Assisted Low-Light RGB Image Denoising

    Apr 18, 2026Ligen Shi, Zengyu Pang, Chang Liu +2Low-Light Image EnhancementImage Restoration

  15. Bridging Coarse and Fine Recognition: A Hybrid Approach for Open-Ended Multi-Granularity Object Recognition in Interactive Educational Games

    Apr 18, 2026Hanling Yi, Feng Lin, Mao Luo +3Fine-Grained PerceptionMultimodal Generation

  16. Reducing Peak Memory Usage for Modern Multimodal Large Language Model Pipelines

    Apr 17, 2026Junwan Kim, Hyunkyung BaeMulti-Modal Large Language ModelsLLM Inference Efficiency

  17. Cross-Modal Bayesian Low-Rank Adaptation for Uncertainty-Aware Multimodal Learning

    Apr 17, 2026Habibeh Naderi, Behrouz Haji Soleimani, Stan MatwinParameter-Efficient Fine-TuningMultimodal Learning

  18. AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers

    Apr 17, 2026Edson Araujo, Saurabhchand Bhati, M. Jehanzeb Mirza +5Audio-Visual ReasoningMultimodal Reasoning

  19. Beyond Feature Fusion: Contextual Bayesian PEFT for Multimodal Uncertainty Estimation

    Apr 17, 2026Habibeh Naderi, Behrouz Haji Soleimani, Stan MatwinParameter-Efficient Fine-TuningMultimodal Classification

  20. FineCog-Nav: Integrating Fine-grained Cognitive Modules for Zero-shot Multimodal UAV Navigation

    Apr 17, 2026Dian Shao, Zhengzheng Xu, Peiyang Wang +4Aerial Vision-Language NavigationMenu

  21. Information Router for Mitigating Modality Dominance in Vision-Language Models

    Apr 17, 2026Seulgi Kim, Mohit Prabhushankar, Ghassan AlRegibModality GapCross-Modal Learning

  22. Do Vision-Language Models Truly Perform Vision Reasoning? A Rigorous Study of the Modality Gap

    Apr 17, 2026Yige Xu, Yongjie Wang, Zizhuo Wu +3Large Vision Language ModelsMultimodal Reasoning

  23. Where Do Vision-Language Models Fail? World Scale Analysis for Image Geolocalization

    Apr 17, 2026Siddhant Bharadwaj, Ashish Vashist, Fahimul Aleem +1Image GeolocalizationLarge Vision Language Models

  24. Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs

    Apr 17, 2026Sai Srinivas Kancheti, Aditya Sanjiv Kanade, Vineeth N. Balasubramanian +1Spatial ReasoningEmbodied Spatial Intelligence

  25. MCBench: A Multicontext Safety Assessment Benchmark for Omni Large Language Models

    Apr 17, 2026Manh Luong, Tamas Abraham, Junae Kim +6Large Language Model SafetySafety Evaluation

  26. MMGait: Towards Multi-Modal Gait Recognition

    Apr 17, 2026Chenye Wang, Qingyuan Cai, Saihui Hou +2Gait RecognitionHeterogeneous Modalities

  27. Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval

    Apr 17, 2026Hamed Jelodar, Samita Bai, Mohammad Meymani +3Graph-Llm JointKnowledge Graphs

  28. Cross-Modal Generation: From Commodity WiFi to High-Fidelity mmWave and RFID Sensing

    Apr 17, 2026Zhixiong Yang, Long Jing, Yao Li +3Radio FrequencyMillimeter Wave

  29. Qwen3.5-Omni Technical Report

    Apr 17, 2026Qwen TeamAudio-Visual ReasoningVideo Multimodal Large Language Models

  30. RefereeBench: Are Video MLLMs Ready to be Multi-Sport Referees

    Apr 17, 2026Yichen Xu, Yuanhang Liu, Chuhan Wang +5Video Multimodal Large Language ModelsLarge-Scale Benchmark

  31. Sketch and Text Synergy: Fusing Structural Contours and Descriptive Attributes for Fine-Grained Image Retrieval

    Apr 17, 2026Siyuan Wang, Hanchen Gao, Guangming Zhu +5Fine-Grained PerceptionMultimodal Retrieval

  32. Towards Robust Endogenous Reasoning: Unifying Drift Adaptation in Non-Stationary Tuning

    Apr 17, 2026Xiaoyu Yang, En Yu, Wei Duan +1Reinforcement Fine-TuningCounterfactual Rollouts

  33. PixDLM: A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation

    Apr 17, 2026Shuyan Ke, Yifan Mei, Changli Wu +4Aerial DatasetUnmanned Aerial Vehicle Detection

  34. SIMMER: Cross-Modal Food Image--Recipe Retrieval via MLLM-Based Embedding

    Apr 17, 2026Keisuke Gomi, Keiji YanaiRecipeMultimodal Embeddings

  35. BOOKAGENT: Orchestrating Safety-Aware Visual Narratives via Multi-Agent Cognitive Calibration

    Apr 17, 2026Bo Gao, Chang Liu, Yuyang Miao +2Multimodal AgentsMultimodal Generation

  36. Harmonizing Multi-Objective LLM Unlearning via Unified Domain Representation and Bidirectional Logit Distillation

    Apr 16, 2026Yisheng Zhong, Sijia Liu, Zhuangdi ZhuLarge Language Model UnlearningUnlearning Aims

  37. Bidirectional Cross-Modal Prompting for Event-Frame Asymmetric Stereo

    Apr 16, 2026Ninghui Xu, Fabio Tosi, Lihui Wang +5Stereo MatchingStereo Vision

  38. MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation

    Apr 16, 2026Yan Li, Zezi Zeng, Yifan Yang +12Web AgentsWeb

  39. Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation

    Apr 16, 2026Yiyang Jiang, Li Zhang, Xiao-Yong Wei +1Sign Language RecognitionSign Language

  40. ControlFoley: Unified and Controllable Video-to-Audio Generation with Cross-Modal Conflict Handling

    Apr 16, 2026Jianxuan Yang, Xinyue Guo, Zhi Cheng +10Joint Audio-Video GenerationAudio Latent

  41. CAVERS: Multimodal SLAM Data from a Natural Karstic Cave with Ground Truth Motion Capture

    Apr 16, 2026Giacomo Franchini, David Rodríguez-Martínez, Alfonso Martínez-Petersen +2Simultaneous Localization And MappingMultimodal Dataset

  42. From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench

    Apr 16, 2026Ke Xu, Yuhao Wang, Yu WangProactiveVoice Agents

  43. RaTA-Tool: Retrieval-based Tool Selection with Multimodal Large Language Models

    Apr 16, 2026Gabriele Mattioli, Evelyn Turri, Sara Sarto +4Multi-Modal Large Language ModelsMulti-Turn Tool-Use Agent

  44. Reasoning Dynamics and the Limits of Monitoring Modality Reliance in Vision-Language Models

    Apr 16, 2026Danae Sánchez Villegas, Samuel Lewis-Lim, Nikolaos Aletras +1Large Vision Language ModelsLarge Reasoning Models

  45. MetaDent: Labeling Clinical Images for Vision-Language Models in Dentistry

    Apr 16, 2026Meng-Xun Li, Wen-Hui Deng, Zhi-Xing Wu +6Medical Vision-Language ModelsMultimodal Benchmarks

  46. Knowing When Not to Answer: Evaluating Abstention in Multimodal Reasoning Systems

    Apr 16, 2026Nishanth Madhusudhan, Vikas Yadav, Alexandre LacosteMultimodal ReasoningAbstention

  47. Temporal Cross-Modal Knowledge-Distillation-Based Transfer-Learning for Gas Turbine Vibration Fault Detection

    Apr 16, 2026Ali Bagheri Nejad, Mahdi Aliyari-Shoorehdeli, Abolfazl HasanzadehGas Turbine CombustorStructural Health Monitoring

  48. G-MIXER: Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking for Zero-Shot Composed Image Retrieval

    Apr 16, 2026Jiyoung Lim, Heejae Yang, Jee-Hyong LeeComposed Image RetrievalMultimodal Retrieval

  49. Switch-KD: Visual-Switch Knowledge Distillation for Vision-Language Models

    Apr 16, 2026Haoyi Sun, Xiaoxiao Wang, Ning Mao +5Vision-LanguageKnowledge Distillation

  50. Learning Adaptive Reasoning Paths for Efficient Visual Reasoning

    Apr 16, 2026Yixu Huang, Tinghui Zhu, Muhao ChenVisual ReasoningLarge Vision Language Models

  51. SynMulti: Synthetic-to-Real Learning for Multimodal Video Understanding

    Apr 14, 2026Tanzila Rahman, Renjie Liao, Leonid SigalVideo Multimodal Large Language ModelsVideo Understanding

  52. M2HRI: An LLM-Driven Multimodal Multi-Agent Framework for Personalized Human-Robot Interaction

    Apr 13, 2026Shaid Hasan, Breenice Lee, Sujan Sarker +1Human-Robot InteractionMultimodal Agents

  53. CLAY: Conditional Visual Similarity Modulation in Vision-Language Embedding Space

    Apr 13, 2026Sohwi Lim, Lee Hyoseok, Jungjoon Park +1Composed Image RetrievalVision-Language

  54. MedP-CLIP: Medical CLIP with Region-Aware Prompt Integration

    Apr 13, 2026Jiahui Peng, He Yao, Jingwen Li +9Few-Shot Medical Image SegmentationMedical Vision-Language Models

  55. MAGE: Modality-Agnostic Music Generation and Target-Source Extraction

    Apr 10, 2026Muhammad Usama Saleem, Tejasvi Ravi, Tianyu Xu +4Music GenerationAudio Latent

  56. Symbiotic-MoE: Unlocking the Synergy between Generation and Understanding

    Apr 9, 2026Xiangyue Liu, Zijian Zhang, Miles Yang +3Cross-Modal LearningMixture-of-Experts Models

  57. RASR: Retrieval-Augmented Semantic Reasoning for Fake News Video Detection

    Apr 8, 2026Hui Li, Peien Ding, Jun Li +5Fake News DetectionFine-Grained Video Understanding

  58. MedLayBench-V: A Large-Scale Benchmark for Expert-Lay Semantic Alignment in Medical Vision Language Models

    Apr 7, 2026Han Jang, Junhyeok Lee, Heeseong Eum +1Medical Vision-Language ModelsMultimodal Benchmarks

  59. Evaluating Scene-based In-Situ Item Labeling for Immersive Conversational Recommendation

    Apr 6, 2026Jiazhou Liang, Yifan Simon Liu, David Guo +3Sequential RecommendationRecommendation

  60. MG2^2-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation

    Apr 4, 2026Sijun Dai, Qiang Huang, Xiaoxing You +1Multi-Source Retrieval-Augmented GenerationCross-Modal Learning