A two-tier parallel execution framework for LLM multi-agent systems shows that combining replica-level and structural parallelism yields the best accuracy-latency trade-off, with diminishing returns beyond moderate settings.
and Keutzer, Kurt and Gholami, Amir , booktitle =
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.MA 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems
A two-tier parallel execution framework for LLM multi-agent systems shows that combining replica-level and structural parallelism yields the best accuracy-latency trade-off, with diminishing returns beyond moderate settings.