conftrace_

gradient variation

7 papers

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Co-occurring keywords

online convex optimization (165) regret bound (1926) online learning (1777) non-stationary environment (61) dynamic regret (94) convex optimization (1321) stochastic optimization (1060) generalized smoothness (2) lyapunov optimization (6) non-stationary problem (3)

Papers

On the Power of Optimism in Constrained Online Convex Optimization IJCAI 2025
A Simple and Optimal Approach for Universal Online Learning with Gradient Variations NIPS 2024
Gradient-Variation Online Learning under Generalized Smoothness NIPS 2024
Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization JMLR 2024
Universal Online Learning with Gradient Variations: A Multi-layer Online Ensemble Approach NIPS 2023
Dynamic Regret of Convex and Smooth Functions NIPS 2020
No more pesky learning rates ICML 2013