{"total":34,"rows":[{"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":"2506.23918","title":"Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers","created":"2025-06-30","cited_by_count":199,"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":"2508.16949","title":"Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning","created":"2025-08-23","cited_by_count":63,"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":"2505.24173","title":"DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis?","created":"2025-05-30","cited_by_count":10,"area":"lr"},{"id":"2508.08177","title":"MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision","created":"2025-08-11","cited_by_count":10,"area":"lr"},{"id":"2512.14157","title":"Ophiuchus: Incentivizing Tool-augmented \"Think with Images\" for Joint Medical Segmentation, Understanding and Reasoning","created":"2025-12-16","cited_by_count":10,"area":"lr"},{"id":"2510.11196","title":"Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations","created":"2025-10-13","cited_by_count":9,"area":"lr"},{"id":"2508.20549","title":"MedGR$^2$: Breaking the Data Barrier for Medical Reasoning via Generative Reward Learning","created":"2025-08-28","cited_by_count":8,"area":"lr"},{"id":"2508.03038","title":"Tree-of-Reasoning: Towards Complex Medical Diagnosis via Multi-Agent Reasoning with Evidence Tree","created":"2025-08-05","cited_by_count":7,"area":"lr"},{"id":"2601.20467","title":"CtrlCoT: Dual-Granularity Chain-of-Thought Compression for Controllable Reasoning","created":"2026-01-28","cited_by_count":7,"area":"lr"},{"id":"2505.18087","title":"CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-rays","created":"2025-05-23","cited_by_count":6,"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":"2601.08758","title":"M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding","created":"2026-01-13","cited_by_count":6,"area":"lr"},{"id":"2603.06366","title":"OralGPT-Plus: Learning to Use Visual Tools via Reinforcement Learning for Panoramic X-ray Analysis","created":"2026-03-06","cited_by_count":6,"area":"lr"},{"id":"2604.11789","title":"LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation","created":"2026-04-13","cited_by_count":6,"area":"lr"},{"id":"2601.09879","title":"MedVL-SAM2: A unified 3D medical vision-language model for multimodal reasoning and prompt-driven segmentation","created":"2026-01-14","cited_by_count":5,"area":"lr"},{"id":"2603.01607","title":"CARE: Towards Clinical Accountability in Multi-Modal Medical Reasoning with an Evidence-Grounded Agentic Framework","created":"2026-03-02","cited_by_count":4,"area":"lr"},{"id":"2508.03733","title":"CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning","created":"2025-07-31","cited_by_count":3,"area":"lr"},{"id":"2509.23633","title":"Fast Thinking for Large Language Models","created":"2025-09-28","cited_by_count":3,"area":"lr"},{"id":"2601.10949","title":"MMedExpert-R1: Strengthening Multimodal Medical Reasoning via Domain-Specific Adaptation and Clinical Guideline Reinforcement","created":"2026-01-16","cited_by_count":3,"area":"lr"},{"id":"2603.13800","title":"Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space","created":"2026-03-14","cited_by_count":3,"area":"lr"},{"id":"2604.07269","title":"Joint Optimization of Reasoning and Dual-Memory for Self-Learning Diagnostic Agent","created":"2026-04-08","cited_by_count":3,"area":"lr"},{"id":"2507.22929","title":"EH-Benchmark Ophthalmic Hallucination Benchmark and Agent-Driven Top-Down Traceable Reasoning Workflow","created":"2025-07-24","cited_by_count":2,"area":"lr"},{"id":"2509.25143","title":"TemMed-Bench: Evaluating Temporal Medical Image Reasoning in Vision-Language Models","created":"2025-09-29","cited_by_count":2,"area":"lr"},{"id":"2605.20277","title":"Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis","created":"2026-05-19","cited_by_count":2,"area":"lr"},{"id":"2512.19299","title":"Helios: A Foundational Language Model for Smart Energy Knowledge Reasoning and Application","created":"2025-12-22","cited_by_count":1,"area":"lr"},{"id":"2512.21583","title":"A Medical Multimodal Diagnostic Framework Integrating Vision-Language Models and Logic Tree Reasoning","created":"2025-12-25","cited_by_count":1,"area":"lr"},{"id":"2605.19559","title":"EgoCoT-Bench: Benchmarking Grounded and Verifiable Operation-Centric Chain of Thought Reasoning for MLLMs","created":"2026-05-19","cited_by_count":0,"area":"lr"},{"id":"2607.23794","title":"PathScale-R1: Cross-scale Reasoning for Pathological Image Analysis","created":"2026-07-26","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":"2610.17690","title":"MedEvo: Medical Reasoning Evolution through Knowledge Navigation","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}