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Expand Up @@ -278,6 +278,8 @@ Self-Evolving Agents](https://arxiv.org/abs/2509.24704) <a href="https://github.

- **2025-09-17** [arxiv 2025] [ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization](https://arxiv.org/abs/2509.13313) <a href="https://github.com/Alibaba-NLP/DeepResearch"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Alibaba-NLP/DeepResearch?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-16** [arxiv 2025] [Similarity-Distance-Magnitude Activations](https://arxiv.org/abs/2509.12760) <a href="https://github.com/ReexpressAI/reexpress_mcp_server"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/ReexpressAI/reexpress_mcp_server?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-03** [arxiv 2025] [Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning](https://arxiv.org/abs/2508.19828?) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-25** [arxiv 2025] [Memento: Fine-tuning LLM Agents without Fine-tuning LLMs](https://www.arxiv.org/abs/2508.16153) <a href="https://github.com/Agent-on-the-Fly/Memento"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Agent-on-the-Fly/Memento?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>
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