{"total":39,"rows":[{"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":"2605.05242","title":"Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction","created":"2026-05-03","cited_by_count":38,"area":"agents"},{"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":"2606.06324","title":"From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws","created":"2026-06-04","cited_by_count":29,"area":"agents"},{"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":"2603.01050","title":"MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline","created":"2026-03-01","cited_by_count":20,"area":"agents"},{"id":"2601.14192","title":"Toward Efficient Agents: Memory, Tool learning, and Planning","created":"2026-01-20","cited_by_count":16,"area":"agents"},{"id":"2603.28376","title":"Marco DeepResearch: Unlocking Efficient Deep Research Agents via Verification-Centric Design","created":"2026-03-30","cited_by_count":16,"area":"agents"},{"id":"2602.03412","title":"Verified Critical Step Optimization for LLM Agents","created":"2026-02-03","cited_by_count":14,"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":"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":"2606.23525","title":"Self-Compacting Language Model Agents","created":"2026-06-22","cited_by_count":11,"area":"agents"},{"id":"2608.09096","title":"Evo-Bench: Can Language Models Improve Agent Harness?","created":"2026-08-10","cited_by_count":11,"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":"2602.07035","title":"DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents","created":"2026-02-03","cited_by_count":8,"area":"agents"},{"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":"2602.06724","title":"Table-as-Search: Formulate Long-Horizon Agentic Information Seeking as Table Completion","created":"2026-02-06","cited_by_count":5,"area":"agents"},{"id":"2602.07359","title":"W&D:Scaling Parallel Tool Calling for Efficient Deep Research Agents","created":"2026-02-07","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":"2604.02971","title":"InfoSeeker: A Scalable Hierarchical Parallel Agent Framework for Web Information Seeking","created":"2026-04-03","cited_by_count":5,"area":"agents"},{"id":"2604.19859","title":"DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data","created":"2026-04-21","cited_by_count":5,"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":"2605.09287","title":"PiCA: Pivot-Based Credit Assignment for Search Agentic Reinforcement Learning","created":"2026-05-10","cited_by_count":3,"area":"agents"},{"id":"2606.01725","title":"Characterization of Multi-Model Agentic AI Systems on General Tasks via Trace-Driven Simulation","created":"2026-06-01","cited_by_count":3,"area":"agents"},{"id":"2606.02320","title":"TVIR: Building Deep Research Agents Towards Text-Visual Interleaved Report Generation","created":"2026-06-01","cited_by_count":3,"area":"agents"},{"id":"2608.01822","title":"SearchMaster: Grounded and Regulated Self-Play for Search Agents","created":"2026-08-03","cited_by_count":3,"area":"agents"},{"id":"2601.04879","title":"Mind2Report: Expert-Level Commercial Report Synthesis via Cognitive Deep Research Agent","created":"2026-01-08","cited_by_count":2,"area":"agents"},{"id":"2605.29697","title":"Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling","created":"2026-05-28","cited_by_count":2,"area":"agents"},{"id":"2606.07299","title":"DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning","created":"2026-06-05","cited_by_count":2,"area":"agents"},{"id":"2606.31504","title":"SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search","created":"2026-06-30","cited_by_count":2,"area":"agents"},{"id":"2607.27853","title":"FinanceHarness: Autonomous Financial Deep Research Framework","created":"2026-07-30","cited_by_count":2,"area":"agents"},{"id":"2604.09251","title":"DRBENCHER: Can Your Agent Identify the Entity, Retrieve Its Properties and Do the Math?","created":"2026-04-10","cited_by_count":1,"area":"agents"},{"id":"2604.14683","title":"DR$^{3}$-Eval: Towards Realistic and Reproducible Deep Research Evaluation","created":"2026-04-16","cited_by_count":1,"area":"agents"},{"id":"2602.12852","title":"WebClipper: Efficient Evolution of Web Agents with Graph-based Trajectory Pruning","created":"2026-02-13","cited_by_count":0,"area":"agents"},{"id":"2609.03338","title":"SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis","created":"2026-09-03","cited_by_count":0,"area":"agents"},{"id":"2609.19203","title":"Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer","created":"2026-09-16","cited_by_count":0,"area":"agents"},{"id":"2610.04911","title":"VideoResearchAgent: Grounded Task Synthesis and Sim-to-Real RL for Open-Web Video Research","created":"2026-10-04","cited_by_count":0,"area":"agents"}],"next_cursor":null}