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<div align="center">
<img src="https://github.com/AI-secure/UDora/assets/icon.png" width="200" alt="UDora Logo">
<img src="https://github.com/AI-secure/UDora/blob/main/assets/icon.png" width="200" alt="UDora Logo">
# 🎯 [ICML 2025] UDora: A Unified Red Teaming Framework against LLM Agents
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## 🔥 Pipeline Overview
![UDora Pipeline](https://github.com/AI-secure/UDora/assets/pipeline.pdf)
![UDora Pipeline](https://github.com/AI-secure/UDora/blob/main/assets/pipeline.pdf)
*UDora's dynamic attack pipeline: (1) Initial reasoning collection, (2) Weighted interval scheduling for optimal noise placement, (3) Adversarial string optimization, (4) Iterative refinement based on agent feedback.*