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EvoTeam: Multi-Agent Collaboration via Evolving Teams

LLM-based multi-agent systems (MAS) rely on collaboration among specialized agents to solve complex tasks. Existing methods improve MAS by refining the prompts, skills, and execution strategies of ind

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#8Peak rank
2Days on list
267Score · 7d
Nov 4, 2026First seen
Rank · 7 days

About this paper

EvoTeam evolves multi-agent collaboration by jointly adapting team organization, interaction rules, and agent skills through execution experience while maintaining reusable team libraries.

LLM-based multi-agent systems (MAS) rely on collaboration among specialized agents to solve complex tasks. Existing methods improve MAS by refining the prompts, skills, and execution strategies of individual agents based on task feedback. However, improving individual agents does not necessarily lead to better team collaboration. Recent studies have therefore extended evolution to the collaboration level, using collective execution experience to adjust team organization, and inter-agent interactions. Nevertheless, evolving collaboration across heterogeneous tasks remains challenging, as existing approaches often constrain team reorganization within a shared structure and reuse interaction…

multi-agent systemscollaboration-centric evolutionteam organizationinteraction rulesagent skillsexecution experiencereusable teamsEvoTeam
Upvotes
16
Authors
10
Published
Oct 30, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

EvoTeam: Multi-Agent Collaboration via Evolving Teams was first seen on Hugging Face · Daily papers on Nov 4, 2026. Since then it has appeared in 15 checks on 2 different days. Its best position was #8 of 30, reached on Nov 5, 07:28 UTC. It dropped off the list after Nov 5, 11:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 07:2814:2821:2804:2811:28 Nov 4, 07:28 UTC · #14Nov 4, 09:28 UTC · #13Nov 4, 11:28 UTC · #14Nov 4, 13:28 UTC · #14Nov 4, 15:28 UTC · #15Nov 4, 17:28 UTC · #15Nov 4, 19:28 UTC · #14Nov 4, 21:28 UTC · #13Nov 4, 23:28 UTC · #12Nov 5, 01:28 UTC · #11Nov 5, 03:28 UTC · #11Nov 5, 05:28 UTC · #10Nov 5, 07:28 UTC · #8Nov 5, 09:28 UTC · #8Nov 5, 11:28 UTC · #9

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

081725 07:2814:2821:2804:2811:28 Nov 4, 07:28 UTC · 16Nov 4, 09:28 UTC · 18Nov 4, 11:28 UTC · 21Nov 4, 13:28 UTC · 22Nov 4, 15:28 UTC · 23Nov 4, 17:28 UTC · 23Nov 4, 19:28 UTC · 23Nov 4, 21:28 UTC · 23Nov 4, 23:28 UTC · 23Nov 5, 01:28 UTC · 23Nov 5, 03:28 UTC · 24Nov 5, 05:28 UTC · 24Nov 5, 07:28 UTC · 24Nov 5, 09:28 UTC · 25Nov 5, 11:28 UTC · 25

Questions

Is EvoTeam: Multi-Agent Collaboration via Evolving Teams trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 5, 11:28 UTC, after 2 days of trending.

What is the highest rank EvoTeam: Multi-Agent Collaboration via Evolving Teams reached?

#8 on Hugging Face · Daily papers, on Nov 5, 07:28 UTC. Trendoday checks this list every 120 minutes.

How long has EvoTeam: Multi-Agent Collaboration via Evolving Teams been trending?

It was first seen on Nov 4, 2026 and has been on the list on 2 days (15 checks) since.