{"total":147,"rows":[{"id":"2410.07149","title":"Towards Interpreting Visual Information Processing in Vision-Language Models","created":"2024-10-09","cited_by_count":122,"area":"mllm"},{"id":"2410.02762","title":"Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations","created":"2024-10-03","cited_by_count":104,"area":"mllm"},{"id":"2411.17491","title":"What's in the Image? A Deep-Dive into the Vision of Vision Language Models","created":"2024-11-26","cited_by_count":68,"area":"mllm"},{"id":"2411.18620","title":"Cross-modal Information Flow in Multimodal Large Language Models","created":"2024-11-27","cited_by_count":67,"area":"mllm"},{"id":"2403.14599","title":"MyVLM: Personalizing VLMs for User-Specific Queries","created":"2024-03-21","cited_by_count":58,"area":"mllm"},{"id":"2412.02104","title":"Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey","created":"2024-12-03","cited_by_count":52,"area":"mllm"},{"id":"2406.04236","title":"Understanding Information Storage and Transfer in Multi-modal Large Language Models","created":"2024-06-06","cited_by_count":49,"area":"mllm"},{"id":"2310.02224","title":"Can Language Models be Instructed to Protect Personal Information?","created":"2023-10-03","cited_by_count":46,"area":"mllm"},{"id":"2405.08603","title":"A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine","created":"2024-05-14","cited_by_count":45,"area":"mllm"},{"id":"2406.11171","title":"SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations","created":"2024-06-17","cited_by_count":42,"area":"mllm"},{"id":"2311.07470","title":"Finding and Editing Multi-Modal Neurons in Pre-Trained Transformers","created":"2023-11-13","cited_by_count":36,"area":"mllm"},{"id":"2502.17516","title":"A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models","created":"2025-02-22","cited_by_count":34,"area":"mllm"},{"id":"2411.14279","title":"Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance","created":"2024-11-21","cited_by_count":32,"area":"mllm"},{"id":"2505.17127","title":"Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts","created":"2025-05-21","cited_by_count":32,"area":"mllm"},{"id":"2403.07350","title":"VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark","created":"2024-03-12","cited_by_count":30,"area":"mllm"},{"id":"2406.16320","title":"What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation","created":"2024-06-24","cited_by_count":30,"area":"mllm"},{"id":"2502.15910","title":"Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models","created":"2025-02-21","cited_by_count":26,"area":"mllm"},{"id":"2402.14835","title":"MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing","created":"2024-02-18","cited_by_count":25,"area":"mllm"},{"id":"2406.02575","title":"Cross-Modal Safety Alignment: Is textual unlearning all you need?","created":"2024-05-27","cited_by_count":25,"area":"mllm"},{"id":"2511.05923","title":"Causal Tracing of Object Representations in Large Vision Language Models: Mechanistic Interpretability and Hallucination Mitigation","created":"2025-11-08","cited_by_count":23,"area":"mllm"},{"id":"2410.12662","title":"Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models","created":"2024-10-16","cited_by_count":19,"area":"mllm"},{"id":"2409.19872","title":"Towards Unified Multimodal Editing with Enhanced Knowledge Collaboration","created":"2024-09-30","cited_by_count":18,"area":"mllm"},{"id":"2510.21518","title":"Head Pursuit: Probing Attention Specialization in Multimodal Transformers","created":"2025-10-24","cited_by_count":17,"area":"mllm"},{"id":"2410.22330","title":"Vision-Language Models Create Cross-Modal Task Representations","created":"2024-10-29","cited_by_count":15,"area":"mllm"},{"id":"2408.09916","title":"Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit","created":"2024-08-19","cited_by_count":14,"area":"mllm"},{"id":"2411.15432","title":"Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts","created":"2024-11-23","cited_by_count":14,"area":"mllm"},{"id":"2506.15871","title":"Visual symbolic mechanisms: Emergent symbol processing in vision language models","created":"2025-06-18","cited_by_count":13,"area":"mllm"},{"id":"2411.10950","title":"Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question Answering","created":"2024-11-17","cited_by_count":11,"area":"mllm"},{"id":"2503.10602","title":"TruthPrInt: Mitigating Large Vision-Language Models Object Hallucination Via Latent Truthful-Guided Pre-Intervention","created":"2025-03-13","cited_by_count":11,"area":"mllm"},{"id":"2505.01456","title":"Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation","created":"2025-05-01","cited_by_count":11,"area":"mllm"},{"id":"2507.13868","title":"When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models","created":"2025-07-18","cited_by_count":11,"area":"mllm"},{"id":"2510.08564","title":"How to Teach Large Multimodal Models New Skills","created":"2025-10-09","cited_by_count":11,"area":"mllm"},{"id":"2604.09364","title":"Arbitration Failure, Not Perceptual Blindness: How Vision-Language Models Resolve Visual-Linguistic Conflicts","created":"2026-04-10","cited_by_count":11,"area":"mllm"},{"id":"2308.01126","title":"Beyond Generic: Enhancing Image Captioning with Real-World Knowledge using Vision-Language Pre-Training Model","created":"2023-08-02","cited_by_count":10,"area":"mllm"},{"id":"2504.02862","title":"Towards Understanding How Knowledge Evolves in Large Vision-Language Models","created":"2025-03-31","cited_by_count":10,"area":"mllm"},{"id":"2411.12790","title":"Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models","created":"2024-11-19","cited_by_count":9,"area":"mllm"},{"id":"2502.09507","title":"When and How Does CLIP Enable Domain and Compositional Generalization?","created":"2025-02-13","cited_by_count":9,"area":"mllm"},{"id":"2509.14837","title":"V-SEAM: Visual Semantic Editing and Attention Modulating for Causal Interpretability of Vision-Language Models","created":"2025-09-18","cited_by_count":8,"area":"mllm"},{"id":"2603.14819","title":"RAZOR: Ratio-Aware Layer Editing for Targeted Unlearning in Vision Transformers and Diffusion Models","created":"2026-03-16","cited_by_count":8,"area":"mllm"},{"id":"2410.04819","title":"MINER: Mining the Underlying Pattern of Modality-Specific Neurons in Multimodal Large Language Models","created":"2024-10-07","cited_by_count":7,"area":"mllm"},{"id":"2505.01343","title":"BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing","created":"2025-05-02","cited_by_count":7,"area":"mllm"},{"id":"2505.24449","title":"When Large Multimodal Models Confront Evolving Knowledge: Challenges and Explorations","created":"2025-05-30","cited_by_count":7,"area":"mllm"},{"id":"2512.03276","title":"Too Late to Recall: Explaining the Two-Hop Problem in Multimodal Knowledge Retrieval","created":"2025-12-02","cited_by_count":7,"area":"mllm"},{"id":"2411.09018","title":"Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted Captions","created":"2024-11-13","cited_by_count":5,"area":"mllm"},{"id":"2601.05201","title":"Mechanisms of Prompt-Induced Hallucination in Vision-Language Models","created":"2026-01-08","cited_by_count":5,"area":"mllm"},{"id":"2605.05668","title":"Large Vision-Language Models Get Lost in Attention","created":"2026-05-07","cited_by_count":5,"area":"mllm"},{"id":"2606.00959","title":"Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition","created":"2026-05-31","cited_by_count":5,"area":"mllm"},{"id":"2607.03358","title":"Pathways of Visual Information Flow in Vision-Language Models","created":"2026-07-03","cited_by_count":5,"area":"mllm"},{"id":"2508.16652","title":"Do VLMs Have Bad Eyes? Diagnosing Compositional Failures via Mechanistic Interpretability","created":"2025-08-20","cited_by_count":4,"area":"mllm"},{"id":"2509.24072","title":"Uncovering Grounding IDs: How External Cues Shape Multimodal Binding","created":"2025-09-28","cited_by_count":4,"area":"mllm"},{"id":"2602.11824","title":"Revis: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models","created":"2026-02-12","cited_by_count":4,"area":"mllm"},{"id":"2602.15183","title":"Seeing to Generalize: How Visual Data Corrects Binding Shortcuts","created":"2026-02-16","cited_by_count":4,"area":"mllm"},{"id":"2602.21428","title":"PSF-Med: Measuring and Explaining Paraphrase Sensitivity in Medical Vision Language Models","created":"2026-02-24","cited_by_count":4,"area":"mllm"},{"id":"2603.06854","title":"Are Audio-Language Models Listening? Audio-Specialist Heads for Adaptive Audio Steering","created":"2026-03-06","cited_by_count":4,"area":"mllm"},{"id":"2603.22278","title":"The Dual Mechanisms of Spatial Variable Binding in Vision-Language Models","created":"2026-03-23","cited_by_count":4,"area":"mllm"},{"id":"2603.29676","title":"A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models","created":"2026-03-31","cited_by_count":4,"area":"mllm"},{"id":"2606.25657","title":"Steering Vision-Language Models with Joint Sparse Autoencoders","created":"2026-06-24","cited_by_count":4,"area":"mllm"},{"id":"2502.15457","title":"Memory Helps, but Confabulation Misleads: Understanding Streaming Events in Videos with MLLMs","created":"2025-02-21","cited_by_count":3,"area":"mllm"},{"id":"2503.22941","title":"Identifying Multi-modal Knowledge Neurons in Pretrained Transformers via Two-stage Filtering","created":"2025-03-29","cited_by_count":3,"area":"mllm"},{"id":"2506.05439","title":"LLMs Can Compensate for Deficiencies in Visual Representations","created":"2025-06-05","cited_by_count":3,"area":"mllm"},{"id":"2508.05323","title":"Textual Inversion for Efficient Adaptation of Open-Vocabulary Object Detectors Without Forgetting","created":"2025-08-07","cited_by_count":3,"area":"mllm"},{"id":"2508.18297","title":"Can VLMs Recall Factual Associations From Visual References?","created":"2025-08-22","cited_by_count":3,"area":"mllm"},{"id":"2601.21794","title":"Knowledge Vector Weakening: Efficient Training-free Unlearning for Large Vision-Language Models","created":"2026-01-29","cited_by_count":3,"area":"mllm"},{"id":"2604.07802","title":"Latent Anomaly Knowledge Excavation: Unveiling Sparse Sensitive Neurons in Vision-Language Models","created":"2026-04-09","cited_by_count":3,"area":"mllm"},{"id":"2604.20366","title":"Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation","created":"2026-04-22","cited_by_count":3,"area":"mllm"},{"id":"2605.03759","title":"Before Forgetting, Learn to Remember: Revisiting Foundational Learning Failures in LVLM Unlearning Benchmarks","created":"2026-05-05","cited_by_count":3,"area":"mllm"},{"id":"2606.28273","title":"Vision-Default, Prior-Override: Causal Mechanisms of Perception-Knowledge Conflict in Vision-Language Models","created":"2026-06-26","cited_by_count":3,"area":"mllm"},{"id":"2606.29431","title":"FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models","created":"2026-06-28","cited_by_count":3,"area":"mllm"},{"id":"2412.18675","title":"TAB: Transformer Attention Bottlenecks enable User Intervention and Debugging in Vision-Language Models","created":"2024-12-24","cited_by_count":2,"area":"mllm"},{"id":"2502.04098","title":"Efficient Few-Shot Continual Learning in Vision-Language Models","created":"2025-02-06","cited_by_count":2,"area":"mllm"},{"id":"2507.07731","title":"Energy-Guided Decoding for Object Hallucination Mitigation","created":"2025-07-10","cited_by_count":2,"area":"mllm"},{"id":"2508.05083","title":"MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models","created":"2025-08-07","cited_by_count":2,"area":"mllm"},{"id":"2509.19191","title":"Reading Images Like Texts: Sequential Image Understanding in Vision-Language Models","created":"2025-09-23","cited_by_count":2,"area":"mllm"},{"id":"2509.24597","title":"Inducing Dyslexia in Vision Language Models","created":"2025-09-29","cited_by_count":2,"area":"mllm"},{"id":"2510.25798","title":"MemEIC: A Step Toward Continual and Compositional Knowledge Editing","created":"2025-10-29","cited_by_count":2,"area":"mllm"},{"id":"2602.01167","title":"Do All Individual Layers Help? An Empirical Study of Task-Interfering Layers in Vision-Language Models","created":"2026-02-01","cited_by_count":2,"area":"mllm"},{"id":"2602.22918","title":"Where Vision Becomes Text: Locating the OCR Routing Bottleneck in Vision-Language Models","created":"2026-02-26","cited_by_count":2,"area":"mllm"},{"id":"2603.00148","title":"Mechanistically Guided LoRA Improves Paraphrase Consistency in Medical Vision-Language Models","created":"2026-02-24","cited_by_count":2,"area":"mllm"},{"id":"2605.24024","title":"Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating","created":"2026-05-20","cited_by_count":2,"area":"mllm"},{"id":"2310.09767","title":"VLIS: Unimodal Language Models Guide Multimodal Language Generation","created":"2023-10-15","cited_by_count":1,"area":"mllm"},{"id":"2407.16526","title":"Imperfect Vision Encoders: Efficient and Robust Tuning for Vision-Language Models","created":"2024-07-23","cited_by_count":1,"area":"mllm"},{"id":"2503.11742","title":"Safe Vision-Language Models via Unsafe Weights Manipulation","created":"2025-03-14","cited_by_count":1,"area":"mllm"},{"id":"2506.05404","title":"AD-EE: Early Exiting for Fast and Reliable Vision-Language Models in Autonomous Driving","created":"2025-06-04","cited_by_count":1,"area":"mllm"},{"id":"2508.07833","title":"MIMIC: Multimodal Inversion for Model Interpretation and Conceptualization","created":"2025-08-11","cited_by_count":1,"area":"mllm"},{"id":"2509.05714","title":"Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs","created":"2025-09-06","cited_by_count":1,"area":"mllm"},{"id":"2509.22674","title":"Pathological Truth Bias in Vision-Language Models","created":"2025-09-14","cited_by_count":1,"area":"mllm"},{"id":"2509.25584","title":"Skip-It? Theoretical Conditions for Layer Skipping in Vision-Language Models","created":"2025-09-29","cited_by_count":1,"area":"mllm"},{"id":"2510.02528","title":"Multimodal Function Vectors for Visual Relations","created":"2025-10-02","cited_by_count":1,"area":"mllm"},{"id":"2601.19700","title":"Generalizable Multimodal Large Language Model Editing via Invariant Trajectory Learning","created":"2026-01-27","cited_by_count":1,"area":"mllm"},{"id":"2602.23676","title":"Suppressing Prior-Comparison Hallucinations in Radiology Report Generation via Semantically Decoupled Latent Steering","created":"2026-02-27","cited_by_count":1,"area":"mllm"},{"id":"2603.21484","title":"Which Concepts to Forget and How to Refuse? Decomposing Concepts for Continual Unlearning in Large Vision-Language Models","created":"2026-03-23","cited_by_count":1,"area":"mllm"},{"id":"2605.02206","title":"Metric Unreliability in Multimodal Machine Unlearning: A Systematic Analysis and Principled Unified Score","created":"2026-05-04","cited_by_count":1,"area":"mllm"},{"id":"2605.06096","title":"Uncovering Entity Identity Confusion in Multimodal Knowledge Editing","created":"2026-05-07","cited_by_count":1,"area":"mllm"},{"id":"2605.19250","title":"Causal Evidence for Attention Head Imbalance in Modality Conflict Hallucination","created":"2026-05-19","cited_by_count":1,"area":"mllm"},{"id":"2605.19792","title":"Mechanisms of Object Localization in Vision-Language Models","created":"2026-05-19","cited_by_count":1,"area":"mllm"},{"id":"2605.20273","title":"Modality-Decoupled Online Recursive Editing","created":"2026-05-19","cited_by_count":1,"area":"mllm"},{"id":"2605.31556","title":"Vision-Language Models Suppress Female Representations Under Ambiguous Input","created":"2026-05-29","cited_by_count":1,"area":"mllm"},{"id":"2606.17057","title":"Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs","created":"2026-04-20","cited_by_count":1,"area":"mllm"},{"id":"2607.09544","title":"The Count Is There, but Misaligned: Understanding and Correcting Counting Failures in VLMs","created":"2026-07-10","cited_by_count":1,"area":"mllm"},{"id":"2607.11621","title":"Lesioned Multimodal Language Models Reproduce Aphasic Picture-Naming Patterns","created":"2026-07-13","cited_by_count":1,"area":"mllm"}],"next_cursor":"100"}