Tuesday 15 September 2026Paper No. 1,386

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ZOTPAPER

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Multi-Agent Systems

cs.MA

17 articles

All Agent Harnesses Tools & MCP Multi-Agent Systems Creative Agents Memory & Planning Safety & Evals RL for Agents AI & ML

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Backward Bayesian reasoning helps LLM agents resolve conflicting diagnoses

Task-specific hierarchies improve coordination in large embodied AI teams

LLM teammates retain performance after swaps but coordinate less efficiently

Shared infrastructure spread both cheating and resistance through an AI swarm

Targeted reflection improves multi-agent systems by locating decisive errors

A single language model can combine roles without multi-agent dialogue

Reward-guided graph generation cuts multi-agent communication costs without hurting accuracy

World state registers enable consistent multi-agent video generation across views

Multi-agent framework iteratively verifies interior layouts against architectural constraints

World simulator achieves infinite interaction and agentic control

Multi-agent system creates editable 4D scenes from text prompts

Latent communication across different LLMs matches or beats text-based transfer at lower compute.

Decentralized agents with shared context outperform centralized orchestration

Multi-agent orchestration generates 3D scenes from single images

New benchmark reveals coordination as distinct bottleneck for LLM agents

Multi-agent framework coordinates narrative and visual consistency for long-form video

A multi-agent framework for coherent video storytelling via global optimization