Showing cs.MAShow all
3 papers · 1 filter
cs.MA2026
Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs
Elizabeth Mieczkowski, Alexander Ku, Tiwalayo Eisape +5
Large language models (LLMs) are increasingly deployed in teams, yet existing coordination approaches often occupy two extremes. Highly structured methods rely on fixed roles, pipe…
cs.MA2026
Language Model Teams as Distributed Systems
Elizabeth Mieczkowski, Katherine M. Collins, Ilia Sucholutsky +2
Large language models (LLMs) are growing increasingly capable, prompting recent interest in LLM teams. Yet, despite increased deployment of LLM teams at scale, we lack a principled…
cs.MA2025
Predicting Multi-Agent Specialization via Task Parallelizability
Elizabeth Mieczkowski, Ruaridh Mon-Williams, Neil Bramley +3
When should we encourage specialization in multi-agent systems versus train generalists that perform the entire task independently? We propose that specialization largely depends o…