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arXiv cs.AI / cs.LG / cs.CLOct 9, 2026

FedPCD: Priority-Constrained Federated Aggregation

FedPCD protects weak federated clients with minimal corrections while preserving global accuracy.

federated-learning fairness

1

arXiv cs.AI / cs.LG / cs.CLSep 25, 2026

Multi-agent Scaling Across Disjunctive and Compensatory Tasks

Larger LLM teams rarely help: plurality voting wastes a 5–20 point coverage gain, and shared bias dominates Fermi error.

multi-agent llm

1