most citedRefining Input Guardrails: Enhancing LLM-as-a-Judge Efficiency Through Chain-of-Thought Fine-Tuning and Alignment

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cs.LG2026

Beyond Fixed Rounds: Data-Free Early Stopping for Practical Federated Learning

Youngjoon Lee, Hyukjoon Lee, Seungrok Jung +4

Federated Learning (FL) facilitates decentralized collaborative learning without transmitting raw data. However, reliance on fixed global rounds or validation data for hyperparamet…