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mean-field limit

7 papers

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Co-occurring keywords · papers mentioning both

wasserstein gradient flow (2) gradient flow (2) reproducing kernel hilbert space (2) stochastic gradient descent (2) interacting particle system (1) mean-field analysis (1) random field dynamics (1) kernel methods (1) mean-field regime (1) modified flow (1)

Papers

Global Convergence in Training Large-Scale Transformers NeurIPS 2024 Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent JMLR 2024 From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks COLT 2023 Multi-Layer Neural Networks as Trainable Ladders of Hilbert Spaces ICML 2023 On kernel-based statistical learning theory in the mean field limit NeurIPS 2023 Stochastic Approximation Algorithms for Systems of Interacting Particles NeurIPS 2023 A Dynamical Central Limit Theorem for Shallow Neural Networks NeurIPS 2020