{"total":188,"rows":[{"id":"2512.13564","title":"Memory in the Age of AI Agents","created":"2025-12-15","cited_by_count":303,"area":"agents"},{"id":"2507.02592","title":"WebSailor: Navigating Super-human Reasoning for Web Agent","created":"2025-07-03","cited_by_count":229,"area":"lr"},{"id":"2509.02547","title":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey","created":"2025-09-02","cited_by_count":205,"area":"agents"},{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2508.07976","title":"Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL","created":"2025-08-11","cited_by_count":150,"area":"agents"},{"id":"2509.13313","title":"ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization","created":"2025-09-16","cited_by_count":141,"area":"agents"},{"id":"2506.18096","title":"Deep Research Agents: A Systematic Examination And Roadmap","created":"2025-06-22","cited_by_count":128,"area":"agents"},{"id":"2507.13334","title":"A Survey of Context Engineering for Large Language Models","created":"2025-07-17","cited_by_count":126,"area":null},{"id":"2507.15061","title":"WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization","created":"2025-07-20","cited_by_count":121,"area":null},{"id":"2508.05748","title":"WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent","created":"2025-08-07","cited_by_count":119,"area":"agents"},{"id":"2510.24699","title":"AgentFold: Long-Horizon Web Agents with Proactive Context Management","created":"2025-10-28","cited_by_count":103,"area":"agents"},{"id":"2509.06501","title":"WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents","created":"2025-09-08","cited_by_count":92,"area":"agents"},{"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":"2509.21240","title":"Tree Search for LLM Agent Reinforcement Learning","created":"2025-09-25","cited_by_count":79,"area":"agents"},{"id":"2510.21618","title":"DeepAgent: A General Reasoning Agent with Scalable Toolsets","created":"2025-10-24","cited_by_count":71,"area":"lr"},{"id":"2508.07999","title":"WideSearch: Benchmarking Agentic Broad Info-Seeking","created":"2025-08-11","cited_by_count":69,"area":"agents"},{"id":"2509.13309","title":"WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents","created":"2025-09-16","cited_by_count":68,"area":"lr"},{"id":"2510.24701","title":"Tongyi DeepResearch Technical Report","created":"2025-10-28","cited_by_count":66,"area":"agents"},{"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":"2509.10446","title":"DeepDive: Advancing Deep Search Agents with Knowledge Graphs and Multi-Turn RL","created":"2025-09-12","cited_by_count":55,"area":"agents"},{"id":"2509.13311","title":"Towards General Agentic Intelligence via Environment Scaling","created":"2025-09-16","cited_by_count":54,"area":"agents"},{"id":"2604.18292","title":"Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence","created":"2026-04-20","cited_by_count":54,"area":"agents"},{"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":"2507.05241","title":"SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?","created":"2025-07-07","cited_by_count":47,"area":null},{"id":"2511.21689","title":"ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration","created":"2025-11-26","cited_by_count":47,"area":null},{"id":"2509.13312","title":"WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research","created":"2025-09-16","cited_by_count":46,"area":null},{"id":"2511.17006","title":"Budget-Aware Tool Use Enables Effective Agent Scaling","created":"2025-11-21","cited_by_count":44,"area":"lr"},{"id":"2508.13186","title":"MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents","created":"2025-08-14","cited_by_count":42,"area":"agents"},{"id":"2509.13310","title":"Scaling Agents via Continual Pre-training","created":"2025-09-16","cited_by_count":40,"area":"agents"},{"id":"2510.14545","title":"Agentic Entropy-Balanced Policy Optimization","created":"2025-10-16","cited_by_count":40,"area":"agents"},{"id":"2603.15594","title":"OpenSeeker: Democratizing Frontier Search Agents by Fully Open-Sourcing Training Data","created":"2026-03-16","cited_by_count":39,"area":"agents"},{"id":"2601.22060","title":"Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models","created":"2026-01-29","cited_by_count":37,"area":"mllm"},{"id":"2603.20278","title":"OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis","created":"2026-03-17","cited_by_count":37,"area":"agents"},{"id":"2510.18821","title":"Search Self-play: Pushing the Frontier of Agent Capability without Supervision","created":"2025-10-21","cited_by_count":34,"area":"agents"},{"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":"2510.11701","title":"Demystifying Reinforcement Learning in Agentic Reasoning","created":"2025-10-13","cited_by_count":33,"area":"lr"},{"id":"2511.02734","title":"CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents","created":"2025-11-04","cited_by_count":33,"area":"agents"},{"id":"2510.20022","title":"SALT: Step-level Advantage Assignment for Long-horizon Agents via Trajectory Graph","created":"2025-10-22","cited_by_count":28,"area":"agents"},{"id":"2509.25301","title":"Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution","created":"2025-09-29","cited_by_count":27,"area":"agents"},{"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":"2602.08990","title":"InternAgent-1.5: A Unified Agentic Framework for Long-Horizon Autonomous Scientific Discovery","created":"2026-02-09","cited_by_count":27,"area":"agents"},{"id":"2605.27760","title":"SkillGrad: Optimizing Agent Skills Like Gradient Descent","created":"2026-05-26","cited_by_count":26,"area":"agents"},{"id":"2510.10991","title":"A Survey on Agentic Multimodal Large Language Models","created":"2025-10-13","cited_by_count":23,"area":"mllm"},{"id":"2511.07327","title":"IterResearch: Rethinking Long-Horizon Agents with Interaction Scaling","created":"2025-11-10","cited_by_count":23,"area":"agents"},{"id":"2601.08605","title":"ExpSeek: Self-Triggered Experience Seeking for Web Agents","created":"2026-01-13","cited_by_count":23,"area":"agents"},{"id":"2510.16724","title":"A Comprehensive Survey on Reinforcement Learning-based Agentic Search: Foundations, Roles, Optimizations, Evaluations, and Applications","created":"2025-10-19","cited_by_count":22,"area":"rag"},{"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":"2602.22897","title":"OmniGAIA: Towards Native Omni-Modal AI Agents","created":"2026-02-26","cited_by_count":22,"area":"agents"},{"id":"2605.05185","title":"OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents","created":"2026-05-06","cited_by_count":21,"area":null},{"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":"2508.19598","title":"Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning","created":"2025-08-27","cited_by_count":17,"area":"agents"},{"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":"2508.09129","title":"BrowseMaster: Towards Scalable Web Browsing via Tool-Augmented Programmatic Agent Pair","created":"2025-08-12","cited_by_count":16,"area":"agents"},{"id":"2601.07264","title":"The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents","created":"2026-01-12","cited_by_count":16,"area":"agents"},{"id":"2607.13988","title":"TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents","created":"2026-07-15","cited_by_count":16,"area":null},{"id":"2509.06733","title":"Reinforcement Learning Foundations for Deep Research Systems: A Survey","created":"2025-09-08","cited_by_count":14,"area":"lr"},{"id":"2510.24695","title":"AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis","created":"2025-10-28","cited_by_count":14,"area":"agents"},{"id":"2601.06021","title":"Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards","created":"2026-01-09","cited_by_count":14,"area":"lr"},{"id":"2601.22149","title":"DynaWeb: Model-Based Reinforcement Learning of Web Agents","created":"2026-01-29","cited_by_count":14,"area":"wm"},{"id":"2602.03412","title":"Verified Critical Step Optimization for LLM Agents","created":"2026-02-03","cited_by_count":14,"area":"agents"},{"id":"2511.09586","title":"Environment Scaling for Interactive Agentic Experience Collection: A Survey","created":"2025-11-12","cited_by_count":13,"area":"agents"},{"id":"2601.08079","title":"MemoBrain: Executive Memory as an Agentic Brain for Reasoning","created":"2026-01-12","cited_by_count":13,"area":"lr"},{"id":"2603.11076","title":"DIVE: Scaling Diversity in Agentic Task Synthesis for Generalizable Tool Use","created":"2026-03-10","cited_by_count":13,"area":"agents"},{"id":"2603.16289","title":"VisBrowse-Bench: Benchmarking Visual-Native Search for Multimodal Browsing Agents","created":"2026-03-17","cited_by_count":13,"area":"mllm"},{"id":"2605.05701","title":"Inference-Time Budget Control for LLM Search Agents","created":"2026-05-07","cited_by_count":13,"area":"agents"},{"id":"2601.18467","title":"OffSeeker: Online Reinforcement Learning Is Not All You Need for Deep Research Agents","created":"2026-01-26","cited_by_count":12,"area":"agents"},{"id":"2602.06485","title":"AgentCPM-Explore: Realizing Long-Horizon Deep Exploration for Edge-Scale Agents","created":"2026-02-06","cited_by_count":12,"area":"agents"},{"id":"2605.10899","title":"RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards","created":"2026-05-11","cited_by_count":12,"area":"agents"},{"id":"2510.24284","title":"MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools","created":"2025-10-28","cited_by_count":11,"area":"agents"},{"id":"2510.24694","title":"Repurposing Synthetic Data for Fine-grained Search Agent Supervision","created":"2025-10-28","cited_by_count":11,"area":"lr"},{"id":"2601.03743","title":"O-Researcher: An Open Ended Deep Research Model via Multi-Agent Distillation and Agentic RL","created":"2026-01-07","cited_by_count":11,"area":"agents"},{"id":"2604.04872","title":"Synthetic Sandbox for Training Machine Learning Engineering Agents","created":"2026-04-06","cited_by_count":11,"area":"agents"},{"id":"2605.24218","title":"QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks","created":"2026-05-22","cited_by_count":11,"area":"agents"},{"id":"2508.04026","title":"VeriWeb: Verifiable Long-Chain Web Benchmark for Agentic Information-Seeking","created":"2025-08-06","cited_by_count":10,"area":"agents"},{"id":"2510.08521","title":"FlowSearch: Advancing deep research with dynamic structured knowledge flow","created":"2025-10-09","cited_by_count":10,"area":null},{"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":"2512.01311","title":"CuES: A Curiosity-driven and Environment-grounded Synthesis Framework for Agentic RL","created":"2025-12-01","cited_by_count":10,"area":"agents"},{"id":"2604.17931","title":"LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent","created":"2026-04-20","cited_by_count":10,"area":"agents"},{"id":"2511.15203","title":"Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks","created":"2025-11-19","cited_by_count":9,"area":"agents"},{"id":"2506.13784","title":"ScholarSearch: Benchmarking Scholar Searching Ability of LLMs","created":"2025-06-11","cited_by_count":8,"area":null},{"id":"2508.20368","title":"AI-SearchPlanner: Modular Agentic Search via Pareto-Optimal Multi-Objective Reinforcement Learning","created":"2025-08-28","cited_by_count":8,"area":"agents"},{"id":"2510.16720","title":"Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI","created":"2025-10-19","cited_by_count":8,"area":"agents"},{"id":"2511.18743","title":"RhinoInsight: Improving Deep Research through Control Mechanisms for Model Behavior and Context","created":"2025-11-24","cited_by_count":8,"area":null},{"id":"2512.08868","title":"EcomBench: Towards Holistic Evaluation of Foundation Agents in E-commerce","created":"2025-12-09","cited_by_count":8,"area":null},{"id":"2603.07416","title":"DualSpec: Accelerating Deep Research Agents via Dual-Process Action Speculation","created":"2026-03-08","cited_by_count":8,"area":"agents"},{"id":"2603.11327","title":"Meta-Reinforcement Learning with Self-Reflection for Agentic Search","created":"2026-03-11","cited_by_count":8,"area":"agents"},{"id":"2606.12191","title":"Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application","created":"2026-06-10","cited_by_count":8,"area":"agents"},{"id":"2509.25189","title":"InfoAgent: Advancing Autonomous Information-Seeking Agents","created":"2025-09-29","cited_by_count":7,"area":"agents"},{"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":"2604.14054","title":"$\\pi$-Play: Multi-Agent Self-Play via Privileged Self-Distillation without External Data","created":"2026-04-15","cited_by_count":7,"area":"distill"},{"id":"2510.07038","title":"Tool-Augmented Policy Optimization: Synergizing Reasoning and Adaptive Tool Use with Reinforcement Learning","created":"2025-10-08","cited_by_count":6,"area":"lr"},{"id":"2512.22733","title":"FoldAct: Efficient and Stable Context Folding for Long-Horizon Search Agents","created":"2025-12-28","cited_by_count":6,"area":"agents"},{"id":"2512.23412","title":"MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning","created":"2025-12-29","cited_by_count":6,"area":"agents"},{"id":"2602.01611","title":"What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?","created":"2026-02-02","cited_by_count":6,"area":"agents"},{"id":"2602.07451","title":"DLLM Agent: See Farther, Run Faster","created":"2026-02-07","cited_by_count":6,"area":"agents"},{"id":"2602.09372","title":"AgentSkiller: Scaling Generalist Agent Intelligence through Semantically Integrated Cross-Domain Data Synthesis","created":"2026-02-10","cited_by_count":6,"area":"agents"},{"id":"2603.03078","title":"RAPO: Expanding Exploration for LLM Agents via Retrieval-Augmented Policy Optimization","created":"2026-03-03","cited_by_count":6,"area":"rag"},{"id":"2603.07432","title":"Generalization in Online Reinforcement Learning for Mobile Agents","created":"2026-03-08","cited_by_count":6,"area":"lr"},{"id":"2605.16217","title":"Argus: Evidence Assembly for Scalable Deep Research Agents","created":"2026-05-15","cited_by_count":6,"area":"agents"}],"next_cursor":"100"}