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11704817e347269b7254e744b5e22dac-Paper.pdf

Neural Information Processing Systems

Forexample, areal-time communications service maybeinterested in tuning the parameters of a control policy to adapt video quality in real time in order to maximize video quality and minimize latency [10, 17].




OntheSimilaritybetweentheLaplace andNeuralTangentKernels

Neural Information Processing Systems

Finally, we provide experiments on real data comparing NTK and the Laplace kernel, along with a larger class ofฮณ-exponential kernels. We show that these perform almost identically.



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

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.