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Uniform-in-time propagation of chaos for the mean-field gradient Langevin dynamics.

, , and . ICLR, OpenReview.net, (2023)

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BODAME: Bilevel Optimization for Defense Against Model Extraction., , and . CoRR, (2021)Uniform-in-time propagation of chaos for the mean-field gradient Langevin dynamics., , and . ICLR, OpenReview.net, (2023)Refined Generalization Analysis of Gradient Descent for Over-parameterized Two-layer Neural Networks with Smooth Activations on Classification Problems., and . CoRR, (2019)Hyperbolic Ordinal Embedding., , , , and . ACML, volume 101 of Proceedings of Machine Learning Research, page 1065-1080. PMLR, (2019)Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features., , and . CoRR, (2019)Accelerated Stochastic Gradient Descent for Minimizing Finite Sums.. CoRR, (2015)Parameter Averaging for SGD Stabilizes the Implicit Bias towards Flat Regions., , and . CoRR, (2023)A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification., , , , and . CoRR, (2020)Why is parameter averaging beneficial in SGD? An objective smoothing perspective., , , and . AISTATS, volume 238 of Proceedings of Machine Learning Research, page 3565-3573. PMLR, (2024)Stochastic Difference of Convex Algorithm and its Application to Training Deep Boltzmann Machines., and . AISTATS, volume 54 of Proceedings of Machine Learning Research, page 470-478. PMLR, (2017)