{"total":20,"rows":[{"id":"2501.11347","title":"EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery","created":"2025-01-20","cited_by_count":37,"area":"mllm"},{"id":"2408.07981","title":"LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning","created":"2024-08-15","cited_by_count":34,"area":"mllm"},{"id":"2506.02555","title":"SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence","created":"2025-06-03","cited_by_count":31,"area":"mllm"},{"id":"2409.19684","title":"MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generation","created":"2024-09-29","cited_by_count":17,"area":"mllm"},{"id":"2504.13861","title":"3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark","created":"2025-03-26","cited_by_count":16,"area":"mllm"},{"id":"2509.10555","title":"SurgLaVi: Large-Scale Hierarchical Dataset for Surgical Vision-Language Representation Learning","created":"2025-09-09","cited_by_count":16,"area":"mllm"},{"id":"2404.07031","title":"ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling","created":"2024-04-10","cited_by_count":14,"area":"mllm"},{"id":"2505.23601","title":"EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis","created":"2025-05-29","cited_by_count":14,"area":"mllm"},{"id":"2506.23309","title":"SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting","created":"2025-06-29","cited_by_count":7,"area":"mllm"},{"id":"2411.10937","title":"Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry","created":"2024-11-17","cited_by_count":6,"area":"mllm"},{"id":"2505.10764","title":"SurgXBench: Explainable Vision-Language Model Benchmark for Surgery","created":"2025-05-16","cited_by_count":6,"area":"mllm"},{"id":"2504.02799","title":"Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence","created":"2025-04-03","cited_by_count":5,"area":"mllm"},{"id":"2511.21339","title":"SurgMLLMBench: A Multimodal Large Language Model Benchmark Dataset for Surgical Scene Understanding","created":"2025-11-26","cited_by_count":3,"area":"mllm"},{"id":"2503.19670","title":"fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models","created":"2025-03-25","cited_by_count":2,"area":"mllm"},{"id":"2506.06232","title":"Challenging Vision-Language Models with Surgical Data: A New Dataset and Broad Benchmarking Study","created":"2025-06-06","cited_by_count":1,"area":"mllm"},{"id":"2603.06999","title":"TrajPred: Trajectory-Conditioned Joint Embedding Prediction for Surgical Instrument-Tissue Interaction Recognition in Vision-Language Models","created":"2026-03-07","cited_by_count":1,"area":"mllm"},{"id":"2604.00784","title":"An Approach to Enriching Surgical Video Datasets for Fine-Grained Spatial-Temporal Understanding of Vision-Language Models","created":"2026-04-01","cited_by_count":1,"area":"mllm"},{"id":"2606.31245","title":"HyperVLP: Enhancing Hierarchical Surgical Video-Language Pre-training in Hyperbolic Space","created":"2026-06-30","cited_by_count":1,"area":"mllm"},{"id":"2512.06921","title":"NeuroABench: A Multimodal Evaluation Benchmark for Neurosurgical Anatomy Identification","created":"2025-12-07","cited_by_count":0,"area":"mllm"},{"id":"2608.01473","title":"Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs","created":"2026-08-02","cited_by_count":0,"area":"mllm"}],"next_cursor":null}