{"total":34,"rows":[{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2511.11793","title":"MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling","created":"2025-11-14","cited_by_count":81,"area":"lr"},{"id":"2508.13167","title":"Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL","created":"2025-08-06","cited_by_count":80,"area":"lr"},{"id":"2509.13309","title":"WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents","created":"2025-09-16","cited_by_count":68,"area":"lr"},{"id":"2509.13305","title":"WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning","created":"2025-09-16","cited_by_count":61,"area":"lr"},{"id":"2510.08191","title":"Training-Free Group Relative Policy Optimization","created":"2025-10-09","cited_by_count":55,"area":"lr"},{"id":"2601.12538","title":"A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents","created":"2026-01-18","cited_by_count":50,"area":"lr"},{"id":"2511.17006","title":"Budget-Aware Tool Use Enables Effective Agent Scaling","created":"2025-11-21","cited_by_count":44,"area":"lr"},{"id":"2508.21475","title":"MMSearch-Plus: Benchmarking Provenance-Aware Search for Multimodal Browsing Agents","created":"2025-08-29","cited_by_count":38,"area":"lr"},{"id":"2602.02185","title":"Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models","created":"2026-02-02","cited_by_count":34,"area":"lr"},{"id":"2509.06283","title":"SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents","created":"2025-09-08","cited_by_count":31,"area":"lr"},{"id":"2511.02805","title":"MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning","created":"2025-11-04","cited_by_count":27,"area":"lr"},{"id":"2601.15808","title":"Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification","created":"2026-01-22","cited_by_count":22,"area":"lr"},{"id":"2510.08276","title":"Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window","created":"2025-10-09","cited_by_count":19,"area":"lr"},{"id":"2509.23285","title":"Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning","created":"2025-09-27","cited_by_count":17,"area":"lr"},{"id":"2509.06733","title":"Reinforcement Learning Foundations for Deep Research Systems: A Survey","created":"2025-09-08","cited_by_count":14,"area":"lr"},{"id":"2510.24694","title":"Repurposing Synthetic Data for Fine-grained Search Agent Supervision","created":"2025-10-28","cited_by_count":11,"area":"lr"},{"id":"2510.14438","title":"WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models","created":"2025-10-16","cited_by_count":10,"area":"lr"},{"id":"2510.08189","title":"R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth and Depth?","created":"2025-10-09","cited_by_count":8,"area":"lr"},{"id":"2510.06534","title":"Beneficial Reasoning Behaviors in Agentic Search and Effective Post-training to Obtain Them","created":"2025-10-08","cited_by_count":7,"area":"lr"},{"id":"2602.01566","title":"FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents","created":"2026-02-02","cited_by_count":6,"area":"lr"},{"id":"2602.07773","title":"SRR-Judge: Step-Level Rating and Refinement for Enhancing Search-Integrated Reasoning in Search Agents","created":"2026-02-08","cited_by_count":5,"area":"lr"},{"id":"2604.06777","title":"Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization","created":"2026-04-08","cited_by_count":5,"area":"lr"},{"id":"2601.06860","title":"ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration","created":"2026-01-11","cited_by_count":4,"area":"lr"},{"id":"2602.10863","title":"ICA: Information-Aware Credit Assignment for Visually Grounded Long-Horizon Information-Seeking Agents","created":"2026-02-11","cited_by_count":4,"area":"lr"},{"id":"2604.03679","title":"LightThinker++: From Reasoning Compression to Memory Management","created":"2026-04-04","cited_by_count":4,"area":"lr"},{"id":"2606.04703","title":"Rethinking Continual Experience Internalization for Self-Evolving LLM Agents","created":"2026-06-03","cited_by_count":4,"area":"lr"},{"id":"2511.01409","title":"LiveSearchBench: An Automatically Constructed Benchmark for Retrieval and Reasoning over Dynamic Knowledge","created":"2025-11-03","cited_by_count":3,"area":"lr"},{"id":"2606.24233","title":"Latent Visual States for Efficient Multimodal Reasoning","created":"2026-06-23","cited_by_count":3,"area":"lr"},{"id":"2510.17491","title":"Empowering Real-World: A Survey on the Technology, Practice, and Evaluation of LLM-driven Industry Agents","created":"2025-10-20","cited_by_count":2,"area":"lr"},{"id":"2605.01489","title":"SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning","created":"2026-05-02","cited_by_count":1,"area":"lr"},{"id":"2609.00833","title":"Dense Process Supervision for Search Agents via Fact Utility Estimation","created":"2026-09-01","cited_by_count":1,"area":"lr"},{"id":"2606.07689","title":"Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking","created":"2026-06-05","cited_by_count":0,"area":"lr"},{"id":"2609.29444","title":"IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis","created":"2026-09-24","cited_by_count":0,"area":"lr"}],"next_cursor":null}