conftrace_

high probability convergence

7 papers

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Co-occurring keywords · papers mentioning both

stochastic gradient descent (4) heavy-tailed noise (3) gradient clipping (3) non-convex optimization (3) high probability bound (2) convergence rate (2) composite optimization (2) sub-weibull noise (1) min-max game (1) variational inequalities (1)

Papers

High Probability Convergence Guarantees of Stochastic Gradient Descent Ascent in Structured Nonconvex Min-Max Games COLT 2026 Clipping Improves Adam-Norm and AdaGrad-Norm when the Noise Is Heavy-Tailed ICML 2025 High Probability Convergence Bounds for Non-convex Stochastic Gradient Descent with Sub-Weibull Noise JMLR 2024 High-Probability Convergence for Composite and Distributed Stochastic Minimization and Variational Inequalities with Heavy-Tailed Noise ICML 2024 Revisiting the Last-Iterate Convergence of Stochastic Gradient Methods ICLR 2024 High Probability Convergence of Stochastic Gradient Methods ICML 2023 Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise NeurIPS 2023