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Architect Your Landscape Approach (AYLA) for Optimizations in Deep Learning
Architect Your Landscape Approach (AYLA) for Optimizations in Deep Learning
Arxiv
0+阅读 · 4月2日
Learning a Single Index Model from Anisotropic Data with vanilla Stochastic Gradient Descent
Arxiv
0+阅读 · 3月31日
Almost Bayesian: The Fractal Dynamics of Stochastic Gradient Descent
Almost Bayesian: The Fractal Dynamics of Stochastic Gradient Descent
Arxiv
0+阅读 · 3月28日
Numerical approximation of McKean-Vlasov SDEs via stochastic gradient descent
Arxiv
0+阅读 · 2月28日
Non-asymptotic Analysis of Biased Adaptive Stochastic Approximation
Arxiv
0+阅读 · 3月14日
Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson-Romberg Extrapolation
Arxiv
0+阅读 · 3月3日
The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD
Arxiv
0+阅读 · 3月5日
The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD
Arxiv
0+阅读 · 3月6日
Online Inference for Quantiles by Constant Learning-Rate Stochastic Gradient Descent
Arxiv
0+阅读 · 3月4日
Truncated Kernel Stochastic Gradient Descent on Spheres
Arxiv
0+阅读 · 3月24日
The global convergence time of stochastic gradient descent in non-convex landscapes: Sharp estimates via large deviations
Arxiv
0+阅读 · 3月20日
Streaming Federated Learning with Markovian Data
Arxiv
0+阅读 · 3月24日
A Triple-Inertial Accelerated Alternating Optimization Method for Deep Learning Training
Arxiv
0+阅读 · 3月13日
A Triple-Inertial Accelerated Alternating Optimization Method for Deep Learning Training
Arxiv
0+阅读 · 3月11日
On the Utility of Equal Batch Sizes for Inference in Stochastic Gradient Descent
Arxiv
0+阅读 · 3月26日
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