stochastic optimization

Delay as Payoff in MAB AAAI 2025 Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025 Distributed Stochastic Bilevel Optimization: Improved Complexity and Heterogeneity Analysis JMLR 2025 Do Stochastic, Feel Noiseless: Stable Stochastic Optimization via a Double Momentum Mechanism ICLR 2025 Efficient Optimization with Orthogonality Constraint: a Randomized Riemannian Submanifold Method ICML 2025 Enhanced Adaptive Gradient Algorithms for Nonconvex-PL Minimax Optimization AISTATS 2025 Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025 Faster Double Adaptive Gradient Methods AAAI 2025 Federated Stochastic Bilevel Optimization with Fully First-Order Gradients IJCAI 2025 Generative Adversarial Networks: Dynamics JMLR 2025 Hazard Function Guided Agent-Based Models: A Case Study of Return Migration from Poland to Ukraine IJCAI 2025 Learning Personalized Decision Support Policies AAAI 2025 Learning Robust Neural Processes with Risk-Averse Stochastic Optimization ICML 2025 Learning to Sample in Stochastic Optimization UAI 2025 Locally Optimal Descent for Dynamic Stepsize Scheduling AISTATS 2025 Memory-Efficient 4-bit Preconditioned Stochastic Optimization ICCV 2025 Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems AAAI 2025 New Lower Bounds for Non-Convex Stochastic Optimization through Divergence Decomposition COLT 2025 Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning JMLR 2025 Offline-to-Online Hyperparameter Transfer for Stochastic Bandits AAAI 2025 On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025 On the O(sqrt(d)/T^(1/4)) Convergence Rate of RMSProp and Its Momentum Extension Measured by l_1 Norm JMLR 2025 Preconditioners for the Stochastic Training of Neural Fields CVPR 2025 Proactive and Reactive Constraint Programming for Stochastic Project Scheduling with Maximal Time-Lags AAAI 2025 Proactive Data-driven Scheduling of Business Processes IJCAI 2025