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+title: LLM-based Agent Optimization Paperlist
+emoji: 📐
+colorFrom: indigo
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+sdk: gradio
+sdk_version: "4.24.0"
+app_file: app.py
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+---
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 # LLM-Agent-Optimization
 This is the reading list for the survey **"A Survey of LLM-based Agents Optimization" ([Paper Link](https://arxiv.org/abs/2503.12434))**, which systematically explores various optimization techniques for enhancing LLM-based agents. The survey categorizes existing works into parameter-driven optimization, parameter-free optimization, datasets and benchmarks, and real-world applications. We will keep adding papers and improving the list. Any suggestions and PRs are welcome!