{"total":152,"rows":[{"id":"2512.13564","title":"Memory in the Age of AI Agents","created":"2025-12-15","cited_by_count":303,"area":"agents"},{"id":"2506.11763","title":"DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents","created":"2025-06-13","cited_by_count":248,"area":"agents"},{"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":"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":"2510.11967","title":"Scaling Long-Horizon LLM Agent via Context-Folding","created":"2025-10-13","cited_by_count":148,"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":"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":"2507.06229","title":"Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving","created":"2025-07-08","cited_by_count":94,"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":"2509.21240","title":"Tree Search for LLM Agent Reinforcement Learning","created":"2025-09-25","cited_by_count":79,"area":"agents"},{"id":"2508.07999","title":"WideSearch: Benchmarking Agentic Broad Info-Seeking","created":"2025-08-11","cited_by_count":69,"area":"agents"},{"id":"2508.12752","title":"Deep Research: A Survey of Autonomous Research Agents","created":"2025-08-18","cited_by_count":66,"area":"agents"},{"id":"2510.24701","title":"Tongyi DeepResearch Technical Report","created":"2025-10-28","cited_by_count":66,"area":"agents"},{"id":"2601.05808","title":"EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis","created":"2026-01-09","cited_by_count":63,"area":"agents"},{"id":"2508.05668","title":"A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges","created":"2025-08-03","cited_by_count":62,"area":"agents"},{"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":"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":"2511.16108","title":"SkyRL-Agent: Efficient RL Training for Multi-turn LLM Agent","created":"2025-11-20","cited_by_count":48,"area":"agents"},{"id":"2508.00414","title":"Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training","created":"2025-08-01","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":"2508.15804","title":"ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks","created":"2025-08-14","cited_by_count":38,"area":"agents"},{"id":"2508.18669","title":"MUA-RL: Multi-turn User-interacting Agent Reinforcement Learning for agentic tool use","created":"2025-08-26","cited_by_count":32,"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":"2511.07327","title":"IterResearch: Rethinking Long-Horizon Agents with Interaction Scaling","created":"2025-11-10","cited_by_count":23,"area":"agents"},{"id":"2602.22897","title":"OmniGAIA: Towards Native Omni-Modal AI Agents","created":"2026-02-26","cited_by_count":22,"area":"agents"},{"id":"2506.02454","title":"Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework","created":"2025-06-03","cited_by_count":21,"area":"agents"},{"id":"2506.10974","title":"AutoMind: Adaptive Knowledgeable Agent for Automated Data Science","created":"2025-06-12","cited_by_count":20,"area":"agents"},{"id":"2506.11060","title":"Code Researcher: Deep Research Agent for Large Systems Code and Commit History","created":"2025-05-27","cited_by_count":20,"area":"agents"},{"id":"2510.10666","title":"BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions","created":"2025-10-12","cited_by_count":17,"area":"agents"},{"id":"2512.22857","title":"AutoForge: Automated Environment Synthesis for Agentic Reinforcement Learning","created":"2025-12-28","cited_by_count":17,"area":"agents"},{"id":"2601.06487","title":"ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking","created":"2026-01-10","cited_by_count":17,"area":"agents"},{"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":"2509.25106","title":"Towards Personalized Deep Research: Benchmarks and Evaluations","created":"2025-09-29","cited_by_count":16,"area":"agents"},{"id":"2510.04678","title":"Multi-Agent Tool-Integrated Policy Optimization","created":"2025-10-06","cited_by_count":16,"area":"agents"},{"id":"2601.22154","title":"Exploring Reasoning Reward Model for Agents","created":"2026-01-29","cited_by_count":15,"area":"agents"},{"id":"2604.26904","title":"ClawGym: A Scalable Framework for Building Effective Claw Agents","created":"2026-04-29","cited_by_count":15,"area":"agents"},{"id":"2509.14257","title":"Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs","created":"2025-09-12","cited_by_count":14,"area":"agents"},{"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":"2510.24698","title":"ParallelMuse: Agentic Parallel Thinking for Deep Information Seeking","created":"2025-10-28","cited_by_count":14,"area":"agents"},{"id":"2512.04535","title":"GTM: Simulating the World of Tools for AI Agents","created":"2025-12-04","cited_by_count":14,"area":"agents"},{"id":"2601.04888","title":"SmartSearch: Process Reward-Guided Query Refinement for Search Agents","created":"2026-01-08","cited_by_count":14,"area":"agents"},{"id":"2601.09688","title":"DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation","created":"2026-01-14","cited_by_count":14,"area":"agents"},{"id":"2510.18939","title":"Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search","created":"2025-10-21","cited_by_count":12,"area":"agents"},{"id":"2512.17776","title":"DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation","created":"2025-12-19","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":"2505.18105","title":"ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework","created":"2025-05-23","cited_by_count":11,"area":"agents"},{"id":"2509.00761","title":"L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit","created":"2025-08-31","cited_by_count":11,"area":"agents"},{"id":"2509.22601","title":"Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning","created":"2025-09-26","cited_by_count":11,"area":"agents"},{"id":"2509.25084","title":"Scaling Generalist Data-Analytic Agents","created":"2025-09-29","cited_by_count":11,"area":"agents"},{"id":"2510.09901","title":"Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics","created":"2025-10-10","cited_by_count":11,"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":"2510.25320","title":"GAP: Graph-Based Agent Planning with Parallel Tool Use and Reinforcement Learning","created":"2025-10-29","cited_by_count":11,"area":"agents"},{"id":"2512.01948","title":"How Far Are We from Genuinely Useful Deep Research Agents?","created":"2025-12-01","cited_by_count":11,"area":"agents"},{"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":"2604.25256","title":"AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery","created":"2026-04-28","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":"2510.00568","title":"ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards","created":"2025-10-01","cited_by_count":10,"area":"agents"},{"id":"2512.23044","title":"Video-Browser: Towards Agentic Open-web Video Browsing","created":"2025-12-28","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":"2603.27490","title":"AgentSwing: Adaptive Parallel Context Management Routing for Long-Horizon Web Agents","created":"2026-03-29","cited_by_count":9,"area":"agents"},{"id":"2608.05179","title":"Autonomous Research Agents: A Survey of AI Scientists and the Verification Gap","created":"2026-06-29","cited_by_count":9,"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":"2602.11541","title":"Budget-Constrained Agentic Large Language Models: Intention-Based Planning for Costly Tool Use","created":"2026-02-12","cited_by_count":8,"area":"agents"},{"id":"2602.21230","title":"TRACE: Trajectory-Aware Comprehensive Evaluation for Deep Research Agents","created":"2026-02-05","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":"2511.14446","title":"Agentic Video Intelligence: A Flexible Framework for Advanced Video Exploration and Understanding","created":"2025-11-18","cited_by_count":7,"area":"agents"},{"id":"2602.05975","title":"SAGE: Benchmarking and Improving Retrieval for Deep Research Agents","created":"2026-02-05","cited_by_count":7,"area":"agents"},{"id":"2602.08335","title":"Who Deserves the Reward? SHARP: Shapley Credit-based Optimization for Multi-Agent System","created":"2026-02-09","cited_by_count":7,"area":"agents"},{"id":"2606.06880","title":"Towards Retrieving Interaction Spaces for Agentic Search","created":"2026-06-05","cited_by_count":7,"area":"agents"},{"id":"2507.05495","title":"Deep Research Comparator: A Platform For Fine-grained Human Annotations of Deep Research Agents","created":"2025-07-07","cited_by_count":6,"area":"agents"},{"id":"2507.16725","title":"RAVine: Reality-Aligned Evaluation for Agentic Search","created":"2025-07-22","cited_by_count":6,"area":"agents"},{"id":"2512.23647","title":"Nested Browser-Use Learning for Agentic Information Seeking","created":"2025-12-29","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":"2604.09813","title":"Controllable and Verifiable Tool-Use Data Synthesis for Agentic Reinforcement Learning","created":"2026-04-10","cited_by_count":6,"area":"agents"},{"id":"2605.07042","title":"The Context Gathering Decision Process: A POMDP Framework for Agentic Search","created":"2026-05-07","cited_by_count":6,"area":"agents"},{"id":"2605.16217","title":"Argus: Evidence Assembly for Scalable Deep Research Agents","created":"2026-05-15","cited_by_count":6,"area":"agents"},{"id":"2508.00271","title":"MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning","created":"2025-08-01","cited_by_count":5,"area":"agents"},{"id":"2601.09465","title":"EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines","created":"2026-01-14","cited_by_count":5,"area":"agents"},{"id":"2602.22675","title":"Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization","created":"2026-02-26","cited_by_count":5,"area":"agents"},{"id":"2510.13913","title":"Synthesizing Agentic Data for Web Agents with Progressive Difficulty Enhancement Mechanisms","created":"2025-10-15","cited_by_count":4,"area":"agents"},{"id":"2601.13217","title":"Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision","created":"2026-01-19","cited_by_count":4,"area":"agents"},{"id":"2601.15141","title":"CLEANER: Self-Purified Trajectories Boost Agentic Reinforcement Learning","created":"2026-01-21","cited_by_count":4,"area":"agents"},{"id":"2604.10938","title":"AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Web","created":"2026-04-13","cited_by_count":4,"area":"agents"},{"id":"2605.12004","title":"Learning Agentic Policy from Action Guidance","created":"2026-05-12","cited_by_count":4,"area":"agents"},{"id":"2606.12384","title":"APPO: Agentic Procedural Policy Optimization","created":"2026-06-10","cited_by_count":4,"area":"agents"},{"id":"2510.02271","title":"InfoMosaic-Bench: Evaluating Multi-Source Information Seeking in Tool-Augmented Agents","created":"2025-10-02","cited_by_count":3,"area":"agents"},{"id":"2601.12369","title":"Can Deep Research Agents Retrieve and Organize? Evaluating the Synthesis Gap with Expert Taxonomies","created":"2026-01-18","cited_by_count":3,"area":"agents"},{"id":"2602.03719","title":"BranPO: Scalable Contrastive Branch Sampling for Long-Horizon Agentic Reinforcement Learning","created":"2026-02-03","cited_by_count":3,"area":"agents"},{"id":"2604.17555","title":"CoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search","created":"2026-04-19","cited_by_count":3,"area":"agents"},{"id":"2605.24486","title":"AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning","created":"2026-05-23","cited_by_count":3,"area":"agents"},{"id":"2605.29861","title":"Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation","created":"2026-05-28","cited_by_count":3,"area":"agents"},{"id":"2606.13669","title":"Agents-K1: Towards Agent-native Knowledge Orchestration","created":"2026-06-11","cited_by_count":3,"area":"agents"},{"id":"2606.26122","title":"DocArena: Turning Raw Documents into Controllable Training Environments for Document Search Agents","created":"2026-05-27","cited_by_count":3,"area":"agents"},{"id":"2607.24223","title":"A New Role for Relevance: Guiding Corpus Interaction in Agentic Search","created":"2026-07-27","cited_by_count":3,"area":"agents"},{"id":"2607.24850","title":"SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task","created":"2026-07-25","cited_by_count":3,"area":"agents"},{"id":"2508.01858","title":"Web-CogReasoner: Towards Multimodal Knowledge-Induced Cognitive Reasoning for Web Agents","created":"2025-08-03","cited_by_count":2,"area":"agents"},{"id":"2510.11851","title":"Deep Research Agents Brings Deeper Harm","created":"2025-10-13","cited_by_count":2,"area":"agents"},{"id":"2510.25160","title":"Model-Document Protocol for AI Search","created":"2025-10-29","cited_by_count":2,"area":"agents"},{"id":"2512.00986","title":"ADRA-Bank: A Modular Benchmark for Academic Deep Research Agents","created":"2025-11-30","cited_by_count":2,"area":"agents"}],"next_cursor":"100"}