It is found that a simple random-without-replacement routing policy, which lets each agent debate with two distinct and newly sampled peers at every round, provides a surprisingly strong baseline and consistently improves the accuracy-cost trade-off of sparse MAD.
Bo-Xuan Wang, Zhuo-Yun Li, Xiao-Wei Huang et al.· 0 citations
Cross-modal evidence noncommutativity is revealed: the same evidence can lead to different judgments when its order changes, and placing perceptual evidence later can increase the model's reliance on its content.
Zhuo-Yun Li, Bo-Xuan Wang, Xiao-Wei Huang et al.· 0 citations
Atria Dawn Preview is introduced, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world.
The Reasoning Backroom is established as a general AI provenance problem whose audit requires intervention because of a pervasive provenance failure in multi-agent systems.
Jinwei Hu, Yi Qi, Xin-Miao Huang et al.· arXiv.org· 0 citations
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