infrastructure
The Federated Round Stopped Calling Clients That Would Never Count
Three specialist agents jointly choose topology, resources and aggregation before a non-LLM feasibility check.
Summary
Three specialist agents jointly choose topology, resources and aggregation before a non-LLM feasibility check.
On a non-IID CIFAR-10 simulation, FL-MAESTRO matched the strongest energy-aware baseline while cutting wasted round energy from more than one third to near zero. The reported saving comes from withholding clients predicted to fail before their updates could be aggregated; the result remains a benchmark study, not a field deployment.
Why it matters
Three specialist agents jointly choose topology, resources and aggregation before a non-LLM feasibility check.
Limits and context
- The reported saving comes from withholding clients predicted to fail before their updates could be aggregated; the result remains a benchmark study, not a field deployment.
Key claims
Three specialist agents jointly choose topology, resources and aggregation before a non-LLM feasibility check.
Qualification: The reported saving comes from withholding clients predicted to fail before their updates could be aggregated; the result remains a benchmark study, not a field deployment.
Evidence: source-2026-08-24-005
Sources
- arXiv preprint 2608.20518arXiv · primary research
Corrections
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