Optimization

On the Convergence of Stochastic Gradient Descent with Bandwidth-based Step Size JMLR 2023 On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data CVPR 2023 On the Global Convergence of Risk-Averse Policy Gradient Methods with Expected Conditional Risk Measures ICML 2023 On the Importance of Denoising When Learning To Compress Images WACV 2023 On the Initialization of Graph Neural Networks ICML 2023 On the Last-iterate Convergence in Time-varying Zero-sum Games: Extra Gradient Succeeds where Optimism Fails NeurIPS 2023 On the Lower Bound of Minimizing Polyak-Łojasiewicz functions COLT 2023 On the Pareto Front of Multilingual Neural Machine Translation NeurIPS 2023 On the Strategyproofness of the Geometric Median AISTATS 2023 On the Study of Curriculum Learning for Inferring Dispatching Policies on the Job Shop Scheduling IJCAI 2023 On the Sublinear Regret of GP-UCB NeurIPS 2023 On the Training Instability of Shuffling SGD with Batch Normalization ICML 2023 On Tilted Losses in Machine Learning: Theory and Applications JMLR 2023 On Unbalanced Optimal Transport: Gradient Methods, Sparsity and Approximation Error JMLR 2023 On Universal Portfolios with Continuous Side Information AISTATS 2023 On User-Level Private Convex Optimization ICML 2023 OpenGSL: A Comprehensive Benchmark for Graph Structure Learning NeurIPS 2023 Open Problem: Is There a First-Order Method that Only Converges to Local Minimax Optima? COLT 2023 Operation-Level Early Stopping for Robustifying Differentiable NAS NeurIPS 2023 Operator Learning for Nonlinear Adaptive Control L4DC 2023 OPT-GAN: A Broad-Spectrum Global Optimizer for Black-Box Problems by Learning Distribution AAAI 2023 Optimal and Fair Encouragement Policy Evaluation and Learning NeurIPS 2023 Optimal and Private Learning from Human Response Data AISTATS 2023 Optimal Block-wise Asymmetric Graph Construction for Graph-based Semi-supervised Learning NeurIPS 2023 Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian ICLR 2023