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#artificial intelligence Preprint Sep 2026

Social Circuits behind Multi-agent Echo Chambers

Language-model agents exchange messages to combine evidence, but their communication can also create echo chambers that reinforce shared errors. However, overall task performance does not explain how a message changes the receiving agent's internal activations and affects its decision. In this work, we introduce Social...

Chui-Yang Meng, Wen-Lu Yu, Ming Tang et al. · 0 citations

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