How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published about 1 month ago • 54
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents Paper • 2511.13593 • Published Nov 17, 2025 • 25
Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning Paper • 2510.18849 • Published Oct 21, 2025 • 20
A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 24
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Paper • 2509.25301 • Published Sep 29, 2025 • 19
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29, 2025 • 29
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6, 2025 • 129
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6, 2025 • 129
Efficient Agents: Building Effective Agents While Reducing Cost Paper • 2508.02694 • Published Jul 24, 2025 • 86
Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving Paper • 2507.06229 • Published Jul 8, 2025 • 75
PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Paper • 2506.12915 • Published Jun 15, 2025 • 20
TaskCraft: Automated Generation of Agentic Tasks Paper • 2506.10055 • Published Jun 11, 2025 • 32 • 3