convex optimization

Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022 Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022 Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums AISTATS 2022 Private Convex Optimization via Exponential Mechanism COLT 2022 Project and Forget: Solving Large-Scale Metric Constrained Problems JMLR 2022 PROX-QP: Yet another Quadratic Programming Solver for Robotics and beyond RSS 2022 Quantum Speedups of Optimizing Approximately Convex Functions with Applications to Logarithmic Regret Stochastic Convex Bandits NeurIPS 2022 RECAPP: Crafting a More Efficient Catalyst for Convex Optimization ICML 2022 Reproducibility in Optimization: Theoretical Framework and Limits NeurIPS 2022 Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks JMLR 2022 Robust Graph-Based Multi-View Clustering AAAI 2022 ROOT-SGD: Sharp Nonasymptotics and Asymptotic Efficiency in a Single Algorithm COLT 2022 Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NeurIPS 2022 Sample Complexity of the Robust LQG Regulator with Coprime Factors Uncertainty L4DC 2022 Sliding-Seeking Control: Model-Free Optimization with Safety Constraints L4DC 2022 Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022 Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert ICML 2022 Steering vector correction in MVDR beamformer for speech enhancement Interspeech 2022 Sum of Ranked Range Loss for Supervised Learning JMLR 2022 Task-level Differentially Private Meta Learning NeurIPS 2022 TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels NeurIPS 2022 The Convex Geometry of Backpropagation: Neural Network Gradient Flows Converge to Extreme Points of the Dual Convex Program ICLR 2022 The First Optimal Acceleration of High-Order Methods in Smooth Convex Optimization NeurIPS 2022 The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization NeurIPS 2022 The Hidden Convex Optimization Landscape of Regularized Two-Layer ReLU Networks: an Exact Characterization of Optimal Solutions ICLR 2022