stochastic convex optimization

Clipping the Price of Adaptivity at the Tail COLT 2026 Complexity of Vector-valued Prediction: From Linear Models to Stochastic Convex Optimization ALT 2026 Nearly Linear-Time User-Level DP-SCO with Optimal Rates COLT 2026 The Sample Complexity of Parameter-Free Stochastic Convex Optimization JMLR 2026 Differentially private algorithms for linear queries via stochastic convex optimization AISTATS 2025 Enhancing Parallelism in Decentralized Stochastic Convex Optimization ICML 2025 Generalization Lower Bounds for GD and SGD in Smooth Stochastic Convex Optimization AISTATS 2025 Online Convex Optimization with a Separation Oracle COLT 2025 Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation ICML 2025 The Dimension Strikes Back with Gradients: Generalization of Gradient Methods in Stochastic Convex Optimization ALT 2025 Accelerated Parameter-Free Stochastic Optimization COLT 2024 Differentially Private Optimization with Sparse Gradients NeurIPS 2024 Faster Algorithms for User-Level Private Stochastic Convex Optimization NeurIPS 2024 Faster Rates of Differentially Private Stochastic Convex Optimization JMLR 2024 Fault Tolerant ML: Efficient Meta-Aggregation and Synchronous Training ICML 2024 Information Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing ICML 2024 Mirror Descent Algorithms with Nearly Dimension-Independent Rates for Differentially-Private Stochastic Saddle-Point Problems extended abstract COLT 2024 Near-Optimal Streaming Heavy-Tailed Statistical Estimation with Clipped SGD NeurIPS 2024 Optimal Differentially Private Model Training with Public Data ICML 2024 Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems ICML 2024 Private Stochastic Convex Optimization with Heavy Tails: Near-Optimality from Simple Reductions NeurIPS 2024 Public-data Assisted Private Stochastic Optimization: Power and Limitations NeurIPS 2024 SLowcalSGD : Slow Query Points Improve Local-SGD for Stochastic Convex Optimization NeurIPS 2024 The Price of Adaptivity in Stochastic Convex Optimization COLT 2024 The sample complexity of ERMs in stochastic convex optimization AISTATS 2024