"global convergence" Papers

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Global Convergence in Neural ODEs: Impact of Activation Functions

Tianxiang Gao, Siyuan Sun, Hailiang Liu et al.

ICLR 2025arXiv:2509.22436
3
citations

REINFORCE Converges to Optimal Policies with Any Learning Rate

Samuel Robertson, Thang Chu, Bo Dai et al.

NEURIPS 2025

The Loss Landscape of Deep Linear Neural Networks: a Second-order Analysis

El Mehdi Achour, Francois Malgouyres, Sebastien Gerchinovitz

ICLR 2025arXiv:2107.13289
21
citations

Closing the Gap: Achieving Global Convergence (Last Iterate) of Actor-Critic under Markovian Sampling with Neural Network Parametrization

Mudit Gaur, Amrit Singh Bedi, Di Wang et al.

ICML 2024spotlightarXiv:2405.01843

EMC$^2$: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence

Chung-Yiu Yau, Hoi To Wai, Parameswaran Raman et al.

ICML 2024arXiv:2404.10575
2
citations