New pre-print: a quantum ring all-reduce, the primitive behind large-scale ML training. We cut online communication, enable info-theoretically private aggregation, & show quadratic/exponential advantages on gradient-conflict problems. scirate.com/arxiv/2606.2...
scirate.comQuantum ring all-reduce: communication and privacy advantages for distributed learningMachine learning models have scaled to unprecedented sizes, making training across distributed devices the de facto standard in the field. In this work, we explore how quantum communications can make ...
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