{"total":31,"rows":[{"id":"2410.19168","title":"MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark","created":"2024-10-24","cited_by_count":288,"area":"lr"},{"id":"2506.07044","title":"Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning","created":"2025-06-08","cited_by_count":230,"area":"lr"},{"id":"2502.19634","title":"MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning","created":"2025-02-26","cited_by_count":173,"area":"lr"},{"id":"2503.13939","title":"Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models","created":"2025-03-18","cited_by_count":144,"area":"lr"},{"id":"2506.00555","title":"MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning","created":"2025-05-31","cited_by_count":40,"area":"lr"},{"id":"2505.03981","title":"X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains","created":"2025-05-06","cited_by_count":31,"area":"lr"},{"id":"2505.18915","title":"Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering","created":"2025-05-25","cited_by_count":14,"area":"lr"},{"id":"2512.00818","title":"Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning","created":"2025-11-30","cited_by_count":14,"area":"lr"},{"id":"2510.10052","title":"Think Twice to See More: Iterative Visual Reasoning in Medical VLMs","created":"2025-10-11","cited_by_count":13,"area":"lr"},{"id":"2505.11852","title":"MedSG-Bench: A Benchmark for Medical Image Sequences Grounding","created":"2025-05-17","cited_by_count":8,"area":"lr"},{"id":"2602.05548","title":"Unveiling Implicit Advantage Symmetry: Why GRPO Struggles with Exploration and Difficulty Adaptation","created":"2026-02-05","cited_by_count":7,"area":"lr"},{"id":"2508.16129","title":"Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning","created":"2025-08-22","cited_by_count":6,"area":"lr"},{"id":"2512.11558","title":"DentalGPT: Incentivizing Multimodal Complex Reasoning in Dentistry","created":"2025-12-12","cited_by_count":6,"area":"lr"},{"id":"2509.03906","title":"Toward Clinically Explainable AI for Medical Diagnosis: A Foundation Model with Human-Compatible Reasoning via Reinforcement Learning","created":"2025-09-04","cited_by_count":5,"area":"lr"},{"id":"2506.05766","title":"BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions","created":"2025-06-06","cited_by_count":4,"area":"lr"},{"id":"2603.06665","title":"Better Eyes, Better Thoughts: Why Vision Chain-of-Thought Fails in Medicine","created":"2026-03-02","cited_by_count":4,"area":"lr"},{"id":"2510.18303","title":"Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models","created":"2025-10-21","cited_by_count":2,"area":"lr"},{"id":"2604.15808","title":"Beyond a Single Frame: Multi-Frame Spatially Grounded Reasoning Across Volumetric MRI","created":"2026-04-17","cited_by_count":2,"area":"lr"},{"id":"2604.26288","title":"CheXthought: A global multimodal dataset of clinical chain-of-thought reasoning and visual attention for chest X-ray interpretation","created":"2026-04-29","cited_by_count":2,"area":"lr"},{"id":"2607.16303","title":"Med-OPD: Improving Medical Vision-Language Models via Evidence-Aware On-Policy Distillation","created":"2026-07-14","cited_by_count":2,"area":"lr"},{"id":"2512.19512","title":"Anatomy-R1: Enhancing Anatomy Reasoning in Multimodal Large Language Models via Anatomical Similarity Curriculum and Group Diversity Augmentation","created":"2025-12-22","cited_by_count":1,"area":"lr"},{"id":"2602.00400","title":"KEPO: Knowledge-Enhanced Preference Optimization for Multimodal Reasoning with Applications to Medical VQA","created":"2026-01-30","cited_by_count":1,"area":"lr"},{"id":"2605.04064","title":"Improving Medical VQA through Trajectory-Aware Process Supervision","created":"2026-04-10","cited_by_count":1,"area":"lr"},{"id":"2606.28556","title":"IMCBench: A benchmark for multimodal LLMs in Image-grounded Medical Conversations","created":"2026-06-26","cited_by_count":0,"area":"lr"},{"id":"2606.31599","title":"Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning","created":"2026-06-30","cited_by_count":0,"area":"lr"},{"id":"2606.31800","title":"Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision","created":"2026-06-30","cited_by_count":0,"area":"lr"},{"id":"2608.13309","title":"How Good are Foundation Models in Longitudinal MRI Disease Progression Reasoning?","created":"2026-08-13","cited_by_count":0,"area":"lr"},{"id":"2608.21305","title":"Re$^3$Cap: Retrieval-Guided Refinement for Image Captioning Enhancement via Reinforcement Learning","created":"2026-08-21","cited_by_count":0,"area":"lr"},{"id":"2608.26147","title":"CARE: Causally-Aligned Reasoning Exploration for Medical Large Language Models","created":"2026-06-29","cited_by_count":0,"area":"lr"},{"id":"2609.38098","title":"NeuronEye: Query-Guided Visual Concept Activation for Vision-Language Reasoning","created":"2026-09-29","cited_by_count":0,"area":"lr"},{"id":"2610.17690","title":"MedEvo: Medical Reasoning Evolution through Knowledge Navigation","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}