{"total":15,"rows":[{"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":"2601.07055","title":"Dr. Zero: Self-Evolving Search Agents without Training Data","created":"2026-01-11","cited_by_count":44,"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":"2606.25447","title":"The Interplay of Harness Design and Post-Training in LLM Agents","created":"2026-06-24","cited_by_count":10,"area":"agents"},{"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":"2510.04695","title":"Beyond Outcome Reward: Decoupling Search and Answering Improves LLM Agents","created":"2025-10-06","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":"2606.03239","title":"ARBOR: Online Process Rewards via a Reusable Rubric Buffer for Search Agents","created":"2026-06-02","cited_by_count":3,"area":"agents"},{"id":"2607.17558","title":"Why Does Feedback-Augmented Self-Distillation Fail to Improve Retrieval-Interleaved Search Agents?","created":"2026-07-20","cited_by_count":3,"area":"agents"},{"id":"2605.29796","title":"SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search","created":"2026-05-28","cited_by_count":2,"area":"agents"},{"id":"2606.10684","title":"Divide and Cooperate: Role-Decomposed Multi-Agent LLM Training with Cross-Agent Learning Signals","created":"2026-06-09","cited_by_count":2,"area":"agents"},{"id":"2605.10488","title":"DeepRefine: Agentic Knowledge Refinement via Reinforcement Learning","created":"2026-05-11","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":"2609.34358","title":"FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents","created":"2026-09-28","cited_by_count":0,"area":"agents"},{"id":"2609.36505","title":"BRIDGE: Bilevel Retrieval-Credit-Aware Agentic Reinforcement Learning","created":"2026-09-29","cited_by_count":0,"area":"agents"}],"next_cursor":null}