🏢 KAUST AIRI
Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
·2146 words·11 mins·
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AI Generated
Machine Learning
Federated Learning
🏢 KAUST AIRI
Shadowheart SGD achieves optimal time complexity for asynchronous SGD in distributed settings with arbitrary computation and communication heterogeneity.
On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
·2010 words·10 mins·
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Machine Learning
Optimization
🏢 KAUST AIRI
Fragile SGD & Amelie SGD achieve near-optimal speed in decentralized asynchronous optimization, handling diverse worker & communication speeds.
Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
·1988 words·10 mins·
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AI Generated
Machine Learning
Optimization
🏢 KAUST AIRI
Freya PAGE achieves optimal time complexity for large-scale nonconvex finite-sum optimization using asynchronous and heterogeneous computations, overcoming limitations of prior methods.