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mean-field regime

11 papers

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Co-occurring keywords · papers mentioning both

global convergence (3) neural network (2) global optimality (2) implicit bia (2) gradient flow (2) stochastic gradient descent (2) within-class variability (1) softmax policy (1) hermite polynomial (1) elman recurrent neural network (1)

Papers

Emergence of Globally Attracting Fixed Points in Deep Neural Networks With Nonlinear Activations AISTATS 2025 Neural Collapse Beyond the Unconstrained Features Model: Landscape, Dynamics, and Generalization in the Mean-Field Regime ICML 2025 Generalization Error of Graph Neural Networks in the Mean-field Regime ICML 2024 Generalization of Scaled Deep ResNets in the Mean-Field Regime ICLR 2024 How Smooth Is Attention? ICML 2024 From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks COLT 2023 Global optimality of Elman-type RNNs in the mean-field regime ICML 2023 Rethinking Gauss-Newton for learning over-parameterized models NeurIPS 2023 Learning Distributed Channel Access Policies for Networked Estimation: Data-driven Optimization in the Mean-field Regime L4DC 2022 The merged-staircase property: a necessary and nearly sufficient condition for SGD learning of sparse functions on two-layer neural networks COLT 2022 Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime ICLR 2021