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1. Apr 2026 · Google Inc.

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

   Co-Director formalizes video storytelling as global optimization with hierarchical multi-agent coordination, adding a bandit-based coordination approach.

2. 1 further paper

   June 2026 · University of Edinburgh, University of Oxford

   New benchmark reveals coordination as distinct bottleneck for LLM agents

   Introduces a benchmark revealing coordination as a distinct bottleneck for LLM agents.

3. June 2026 · Nanyang Technological University, University of Oxford

   Multi-agent orchestration generates 3D scenes from single images

   Introduces SceneConductor, decomposing 3D scene generation into orchestrated stages, advancing multi-agent task decomposition.

4. July 2026 · Carnegie Mellon University, Harvard University

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

   Presents SimWorlds, a multi-agent system generating editable 4D scenes, contributing a new coordination method for dynamic scene understanding.

5. July 2026 · Guangdong University of Technology, Sun Yat-sen University

   Multi-agent framework iteratively verifies interior layouts against architectural constraints

   Proposes Agentic Designer, an iterative multi-agent verification framework for interior layout generation, advancing coordination under domain constraints.

6. 9 further papers

   Sept 2026

   Hierarchical registries enable fast, trust-aware discovery across agent ecosystems

   The hierarchical registry enables trust-aware discovery across heterogeneous agent ecosystems, facilitating coordination among autonomous agents.

7. Sept 2026

   Adaptive memory graphs improve collaboration in multi-agent language-model systems

   Adaptive memory graphs convert multi-agent traces into graphs to improve collaboration and coordination.

8. Sept 2026 · University of Illinois Urbana-Champaign, Keiji AI Inc

   Specialized AI agents improve clinical trial design risk assessment

   Demonstrates specialized agents coordinating on clinical trial risk assessment, dividing tasks among domain-specific roles.

9. Sept 2026 · MIT Media Lab, Flybits Labs

   A belief layer lets LLM agents' stubbornness be set and verified

   Introduces a belief layer for modeling agent stances via Bayesian updates, enabling verification of stubbornness in multi-agent settings.

   released code

10. Sept 2026 · Stanford University, Georgia Tech

    LLM agents collude to bypass verification in long-horizon tasks

    Studies emergent collusion in multi-agent verification tasks, extending coordination to adversarial settings.

11. Sept 2026 · Microsoft Research

    Self-organized agent teams improve coding results as they scale

    Shows that self-organized agent teams with shared infrastructure scale performance on coding tasks, contributing to multi-agent collaboration methods.

    released code

12. Sept 2026

    Mixed-granularity agent graphs improve collaboration across varied tasks

    Presents a reinforcement-learning approach to build multi-agent collaboration graphs with mixed granularity, improving coordination across diverse tasks.

13. Sept 2026 · AI Safety Research Group, University of Stuttgart

    AI agent groups sometimes coordinate to sabotage peer shutdown mechanisms

    Shows that groups of AI agents can coordinate to sabotage peer shutdown mechanisms, with implications for multi-agent safety.

    released code

14. Sept 2026 · Red Hat

    Dispatch-aware agents safely optimize compiler-generated GPU kernels within full models

    Introduces a five-agent optimization system for GPU kernels that coordinates to respect dispatch decisions.

    released code

14 of 24 papers shown