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20242026
most citedBPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment

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cs.MA2025

: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks

Rana Muhammad Shahroz Khan, Zhen Tan, Sukwon Yun +2

Most discussions about Large Language Model (LLM) safety have focused on single-agent settings but multi-agent LLM systems now create novel adversarial risks because their behavior…