Xinyu Dai
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PEMark proposes a novel, non-invasive watermarking scheme that embeds traceability information into API responses by exploiting the permutation redundancy of key-value pair ordering, requiring no modification to existing business systems.
The paper proposes an Entropy Dynamics framework to analyze the stability and failure modes of centralized orchestration in Multi-Agent Systems, identifying a 'Reasoning Trap' where complex reasoning models fail due to context overload.
Papers
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
Junze Zhu, Weihao Chen, Xuanwang Zhang, Zhen Wu +1 more
The paper proposes an Entropy Dynamics framework to analyze the stability and failure modes of centralized orchestration in Multi-Agent Systems, identifying a 'Reasoning Trap' where complex reasoning…