Improving MoE Compute Efficiency by Composing Weight and Data Sparsity

Maciej Kilian, Oleg Mkrtchyan, Luke Zettlemoyer +2

Mixture-of-Experts layers achieve compute efficiency through weight sparsity: each token activates only a subset of experts. Data sparsity, where each expert processes only a subse…