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Book Open access Aug 2026

LEVELLER: Fair Communication Scheduling via Progress-Rate Awareness in Multi-Tenant Training Clusters

LEVELLER is proposed, the first communication scheduling system that achieves max-min fairness specifically for DLT workloads and introduces a novel online metric, normalized progress rate, which quantifies training experience by measuring actual progress against a contention-free ideal.

Geng Li, Yang Li, Mingyuan Zang et al. · 0 citations

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