"global convergence analysis" Papers

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Affine-Invariant Global Non-Asymptotic Convergence Analysis of BFGS under Self-Concordance

Qiujiang Jin, Aryan Mokhtari

NEURIPS 2025spotlightarXiv:2507.00361
2
citations

On the Convergence of Single-Timescale Actor-Critic

Navdeep Kumar, Priyank Agrawal, Giorgia Ramponi et al.

NEURIPS 2025arXiv:2410.08868
2
citations

Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence

Ganzhao Yuan

ICML 2024arXiv:2104.13782
6
citations

Towards Global Optimality for Practical Average Reward Reinforcement Learning without Mixing Time Oracles

Bhrij Patel, Wesley A. Suttle, Alec Koppel et al.

ICML 2024arXiv:2403.11925
4
citations