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mean-field langevin dynamics

10 papers

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Also known as

MFLD

Co-occurring keywords · papers mentioning both

neural network (4) propagation of chao (4) gradient descent (3) feature learning (3) convergence rate (2) nash equilibrium (2) convex optimization (2) stochastic gradient descent (2) signed measure (1) statistical complexity (1)

Papers

Learning Multi-Index Models with Neural Networks via Mean-Field Langevin Dynamics ICLR 2025 Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble ICML 2025 Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data ICLR 2024 Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach NeurIPS 2024 Open problem: Convergence of single-timescale mean-field Langevin descent-ascent for two-player zero-sum games COLT 2024 Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems ICLR 2024 Convergence of mean-field Langevin dynamics: time-space discretization, stochastic gradient, and variance reduction NeurIPS 2023 Feature learning via mean-field Langevin dynamics: classifying sparse parities and beyond NeurIPS 2023 Uniform-in-time propagation of chaos for the mean-field gradient Langevin dynamics ICLR 2023 Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022