Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity

Feb-18-2026, 22:30:42 GMT–Neural Information Processing Systems

We consider nonconvex stochastic optimization problems in the asynchronous centralized distributed setup where the communication times from workers to a server can not be ignored, and the computation and communication times are potentially different for all workers.

artificial intelligence, machine learning, shadowheart sgd, (17 more...)

Neural Information Processing Systems

Feb-18-2026, 22:30:42 GMT

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Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity

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