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docs(readme): update arXiv link format and bibliography authors

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README.md
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@ -35,7 +35,7 @@ Agent Memory = Long-Term Memory + Short-Term Memory
## 📰 Latest Updates
- **[2025-12]** 📄 Our procedural (task) memory paper has been released on arXiv "Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution" ([Paper](https://arxiv.org/abs/2512.10696))
- **[2025-12]** 📄 Our procedural (task) memory paper has been released on [arXiv](https://arxiv.org/abs/2512.10696)
- **[2025-11]** 🧠 React-agent with working-memory demo ([Intro](docs/work_memory/message_offload.md)) with ([Quick Start](docs/cookbook/working/quick_start.md)) and ([Code](cookbook/working_memory/work_memory_demo.py))
- **[2025-10]** 🚀 Direct Python import support: use `from reme_ai import ReMeApp` without HTTP/MCP service
- **[2025-10]** 🔧 Tool Memory: data-driven tool selection and parameter optimization ([Guide](docs/tool_memory/tool_memory.md))
@ -831,14 +831,29 @@ We believe the best memory systems come from collective wisdom. Contributions we
```bibtex
@software{AgentscopeReMe2025,
title = {AgentscopeReMe: Memory Management Kit for Agents},
author = {Li Yu and Jiaji Deng and Zouying Cao and Weikang Zhou and Tiancheng Qin and Qingxu Fu and Sen Huang and Xianzhe Xu and Zhaoyang Liu and Boyin Liu},
author = {Li Yu and
Jiaji Deng and
Zouying Cao and
Weikang Zhou and
Tiancheng Qin and
Qingxu Fu and
Sen Huang and
Xianzhe Xu and
Zhaoyang Liu and
Boyin Liu},
url = {https://reme.agentscope.io},
year = {2025}
}
@misc{AgentscopeReMe2025Paper,
title={Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution},
author={Zouying Cao and Jiaji Deng and Li Yu and Weikang Zhou and Zhaoyang Liu and Bolin Ding and Hai Zhao},
author={Zouying Cao and
Jiaji Deng and
Li Yu and
Weikang Zhou and
Zhaoyang Liu and
Bolin Ding and
Hai Zhao},
year={2025},
eprint={2512.10696},
archivePrefix={arXiv},