pith. machine review for the scientific record. sign in

We allow up to five refinement iterations3

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

fields

cs.LG 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

Reinforced Collaboration in Multi-Agent Flow Networks

cs.LG · 2026-05-13 · unverdicted · novelty 5.0

MANGO optimizes multi-agent LLM workflows via flow networks, RL, and textual gradients, delivering up to 12.8% higher performance and 47.4% better efficiency while generalizing to new domains.

citing papers explorer

Showing 1 of 1 citing paper.

  • Reinforced Collaboration in Multi-Agent Flow Networks cs.LG · 2026-05-13 · unverdicted · none · ref 69

    MANGO optimizes multi-agent LLM workflows via flow networks, RL, and textual gradients, delivering up to 12.8% higher performance and 47.4% better efficiency while generalizing to new domains.