How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published Dec 1, 2025 • 56
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents Paper • 2511.13593 • Published Nov 17, 2025 • 26
DaMo: Data Mixing Optimizer in Fine-tuning Multimodal LLMs for Mobile Phone Agents Paper • 2510.19336 • Published Oct 22, 2025 • 17
Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning Paper • 2510.18849 • Published Oct 21, 2025 • 21
A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 25
A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 25
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 30
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Paper • 2509.25301 • Published Sep 29, 2025 • 20
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Paper • 2509.25301 • Published Sep 29, 2025 • 20 • 2
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29, 2025 • 30
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 149
Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving Paper • 2507.06229 • Published Jul 8, 2025 • 76
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 • 76
OAgents: An Empirical Study of Building Effective Agents Paper • 2506.15741 • Published Jun 17, 2025 • 35