{"total":28,"rows":[{"id":"2509.21240","title":"Tree Search for LLM Agent Reinforcement Learning","created":"2025-09-25","cited_by_count":79,"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":"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":"2510.14967","title":"Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents","created":"2025-10-16","cited_by_count":48,"area":"agents"},{"id":"2511.12159","title":"CriticSearch: Fine-Grained Credit Assignment for Search Agents via a Retrospective Critic","created":"2025-11-15","cited_by_count":30,"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":"2604.06240","title":"The Art of Building Verifiers for Computer Use Agents","created":"2026-04-05","cited_by_count":13,"area":"agents"},{"id":"2601.20209","title":"Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning","created":"2026-01-28","cited_by_count":11,"area":"agents"},{"id":"2603.01152","title":"DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent","created":"2026-03-01","cited_by_count":10,"area":"agents"},{"id":"2606.11119","title":"TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning","created":"2026-06-09","cited_by_count":10,"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":"2604.03675","title":"OASES: Outcome-Aligned Search-Evaluation Co-Training for Agentic Search","created":"2026-04-04","cited_by_count":7,"area":"agents"},{"id":"2605.24660","title":"How Many Tools Should an LLM Agent See? A Chance-Corrected Answer","created":"2026-05-23","cited_by_count":7,"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":"2512.04949","title":"CARL: Criticality-Aware Agentic Reinforcement Learning","created":"2025-12-04","cited_by_count":5,"area":"agents"},{"id":"2604.10741","title":"Deep-Reporter: Deep Research for Grounded Multimodal Long-Form Generation","created":"2026-04-12","cited_by_count":4,"area":"agents"},{"id":"2605.11874","title":"RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems","created":"2026-05-12","cited_by_count":4,"area":"agents"},{"id":"2606.10917","title":"Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution","created":"2026-06-09","cited_by_count":4,"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":"2604.27283","title":"Learning When to Remember: Risk-Sensitive Contextual Bandits for Abstention-Aware Memory Retrieval in LLM-Based Coding Agents","created":"2026-04-30","cited_by_count":3,"area":"agents"},{"id":"2607.05458","title":"Learning to Control LLM Agent Harnesses with Offline Reinforcement Learning","created":"2026-07-05","cited_by_count":3,"area":"agents"},{"id":"2512.07665","title":"Reliable agent engineering should integrate machine-compatible organizational principles","created":"2025-12-08","cited_by_count":2,"area":"agents"},{"id":"2606.16111","title":"Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization","created":"2026-06-15","cited_by_count":2,"area":"agents"},{"id":"2605.27881","title":"Retrieval, Reward, and Training Protocols: What Matters in Training Search Agents?","created":"2026-05-27","cited_by_count":1,"area":"agents"},{"id":"2605.30838","title":"COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents","created":"2026-05-29","cited_by_count":0,"area":"agents"},{"id":"2607.04713","title":"RSPO: Reward-Swap Policy Optimization for Multi-Turn LLM Agents","created":"2026-07-06","cited_by_count":0,"area":"agents"},{"id":"2608.06128","title":"Contextual Information Policy Optimization for Search Agents","created":"2026-08-06","cited_by_count":0,"area":"agents"},{"id":"2610.11678","title":"TRACE: Diagnosing Verifier Brittleness in Agentic Evaluation","created":"2026-10-08","cited_by_count":0,"area":"agents"}],"next_cursor":null}