{"total":28,"rows":[{"id":"2412.18925","title":"HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs","created":"2024-12-25","cited_by_count":265,"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":"2504.19678","title":"From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review","created":"2025-04-28","cited_by_count":149,"area":"lr"},{"id":"2406.09187","title":"GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning","created":"2024-06-13","cited_by_count":124,"area":"lr"},{"id":"2509.02208","title":"Baichuan-M2: Scaling Medical Capability with Large Verifier System","created":"2025-09-02","cited_by_count":59,"area":"lr"},{"id":"2501.13381","title":"Do as We Do, Not as You Think: the Conformity of Large Language Models","created":"2025-01-23","cited_by_count":53,"area":"lr"},{"id":"2505.20347","title":"SeRL: Self-Play Reinforcement Learning for Large Language Models with Limited Data","created":"2025-05-25","cited_by_count":51,"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":"2508.17692","title":"LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios","created":"2025-08-25","cited_by_count":26,"area":"lr"},{"id":"2506.04405","title":"MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science","created":"2025-06-04","cited_by_count":23,"area":"lr"},{"id":"2502.18274","title":"Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support","created":"2025-02-25","cited_by_count":16,"area":"lr"},{"id":"2505.07313","title":"Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study","created":"2025-05-12","cited_by_count":8,"area":"lr"},{"id":"2511.20490","title":"MTBBench: A Multimodal Sequential Clinical Decision-Making Benchmark in Oncology","created":"2025-11-25","cited_by_count":6,"area":"lr"},{"id":"2509.24922","title":"MASLegalBench: Benchmarking Multi-Agent Systems in Deductive Legal Reasoning","created":"2025-09-29","cited_by_count":3,"area":"lr"},{"id":"2603.20046","title":"Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs","created":"2026-03-20","cited_by_count":3,"area":"lr"},{"id":"2606.08457","title":"The Consistency Illusion: How Multi-Agent Debate Hides Reasoning Misalignment","created":"2026-06-07","cited_by_count":3,"area":"lr"},{"id":"2505.18630","title":"DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration","created":"2025-05-24","cited_by_count":2,"area":"lr"},{"id":"2602.07905","title":"MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation","created":"2026-02-08","cited_by_count":2,"area":"lr"},{"id":"2510.24677","title":"Dissecting Role Cognition in Medical LLMs via Neuronal Ablation","created":"2025-10-28","cited_by_count":1,"area":"lr"},{"id":"2606.00869","title":"Enhancing LLM Metacognition via Cognitive Pairwise Training","created":"2026-05-30","cited_by_count":1,"area":"lr"},{"id":"2610.08327","title":"MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation","created":"2026-10-06","cited_by_count":1,"area":"lr"},{"id":"2602.14160","title":"Process-Supervised Multi-Agent Reinforcement Learning for Reliable Clinical Reasoning","created":"2026-02-15","cited_by_count":0,"area":"lr"},{"id":"2602.22828","title":"TCM-DiffRAG: Personalized Syndrome Differentiation Reasoning Method for Traditional Chinese Medicine based on Knowledge Graph and Chain of Thought","created":"2026-02-26","cited_by_count":0,"area":"lr"},{"id":"2603.27150","title":"MediHive: A Decentralized Agent Collective for Medical Reasoning","created":"2026-03-28","cited_by_count":0,"area":"lr"},{"id":"2605.17101","title":"SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning","created":"2026-05-16","cited_by_count":0,"area":"lr"},{"id":"2606.08875","title":"Can the Environment Speak for Itself? $T^{2}$-GRPO: A Turn-Trajectory Group Relative Policy Optimization for Caregiver Agents","created":"2026-06-07","cited_by_count":0,"area":"lr"},{"id":"2609.24838","title":"MedRSI: Recursive Self-Improvement for Medical Agents via Clinically Aligned Self-Evolution","created":"2026-09-21","cited_by_count":0,"area":"lr"},{"id":"2609.34454","title":"When Words Fall Short: Iterative Synergy Between Verbalized Reasoning and Hidden Features for LLM Confidence Estimation","created":"2026-09-28","cited_by_count":0,"area":"lr"}],"next_cursor":null}