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parameter-free optimization

10 papers

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Co-occurring keywords · papers mentioning both

stochastic convex optimization (4) convex optimization (4) stochastic gradient descent (3) high probability guarantee (2) convergence rate (2) learning rate (2) gradient descent (2) neural network optimization (2) vision and language transfer (1) polyak stepsize (1)

Papers

Parameter-free Optimal Rates for Nonlinear Semi-Norm Contractions with Applications to Q-Learning AAAI 2026 Parameter-free and Accessible Prompt Learning to Enhance Adversarial Robustness for Pre-trained Vision-Language Models NAACL 2025 Accelerated Parameter-Free Stochastic Optimization COLT 2024 Parameter-free Clipped Gradient Descent Meets Polyak NeurIPS 2024 The Price of Adaptivity in Stochastic Convex Optimization COLT 2024 A Parameter-Free Conditional Gradient Method for Composite Minimization under Hölder Condition JMLR 2023 DoG is SGD’s Best Friend: A Parameter-Free Dynamic Step Size Schedule ICML 2023 DoWG Unleashed: An Efficient Universal Parameter-Free Gradient Descent Method NeurIPS 2023 Better Parameter-Free Stochastic Optimization with ODE Updates for Coin-Betting AAAI 2022 Making SGD Parameter-Free COLT 2022