cs.MA · 2026-06-10 · No. 19

Multiagent Systems, 2026-06-10.

2 new papers in cs.MA. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

2 entries
  1. 01

    Decentralized Multi-Agent Systems with Shared Context

    Yuzhen Mao, Azalia Mirhoseini

    cs.MA · cs.AI

    Multi-agent systems (MAS) can scale large language model reasoning at test time by decomposing complex problems into parallel subtasks. However, most existing MAS rely on centralized orchestration, where a main agent assigns work, collects outputs, and merges results. As the number of subtasks grows, this controller becomes a communication and integration bottleneck. We propose Decentralized Language Models (DeLM), a MAS framework that...

    arxiv.org/abs/2606.10662 · PDF

  2. 02

    Decoupling Thought from Speech: Knowledge-Grounded Counterfactual Reasoning for Resilient Multi-Agent Argumentation

    Jakub Masłowski, Jarosław A. Chudziak

    cs.MA · cs.AI · cs.CL

    Multi-agent debate frameworks have been shown to improve large language model performance in convergent tasks, but they are currently optimized in a way that heavily favors final output accuracy rather than stability of the process. During long-horizon exchanges reactive systems under sustained perturbations often experience logic degradation, argument repetition, and role drift. To structurally prevent the identity loss and maintain the...

    arxiv.org/abs/2606.10475 · PDF

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