stochastic optimization

1060 papers

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Also known as

SO SVRG SSO SGD

Co-occurring keywords

regret bound (1918) online learning (1770) variance reduction (520) multi-armed bandit (1091) convex optimization (1320) convergence rate (606) non-convex optimization (546) stochastic gradient descent (1088) gradient descent (1143) nonconvex optimization (316)

Papers

Efficient Contextual Bandit Learning via Reward-Space Sampling and Online Optimization (Student Abstract) AAAI 2026

Tree-Based Stochastic Optimization for Solving Large-Scale Urban Network Security Games AAAI 2026

Methods for Optimization Problems with Markovian Stochasticity and Non-Euclidean Geometry AAAI 2026

Breadth-First Search vs. Restarting Random Walks for Escaping Uninformed Heuristic Regions AAAI 2026

Beyond Sharpness: The Role of Nonuniformity in Generalization AAAI 2026

Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model AAAI 2026

Towards Nonlinear Sparse AUC Maximization via Compositional Stochastic Hard Thresholding AAAI 2026

Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability AAAI 2026

Designing Optimal Mechanisms to Locate Facilities with Insufficient Capacity for Bayesian Agents AAAI 2026

Adaptive Fidelity Estimation for Quantum Programs with Graph-Guided Noise Awareness AAAI 2026

Online Linear Regression with Paid Stochastic Features AAAI 2026

Stochastic Decentralized Optimization of Non-Smooth Convex and Convex-Concave Problems over Time-Varying Networks AAAI 2026

Federated Stochastic Bilevel Optimization with Fully First-Order Gradients IJCAI 2025

VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025

Hazard Function Guided Agent-Based Models: A Case Study of Return Migration from Poland to Ukraine IJCAI 2025

Distributed Stochastic Bilevel Optimization: Improved Complexity and Heterogeneity Analysis JMLR 2025

Riemannian Bilevel Optimization 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

Proactive Data-driven Scheduling of Business Processes IJCAI 2025

Proactive and Reactive Constraint Programming for Stochastic Project Scheduling with Maximal Time-Lags AAAI 2025

Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025

Faster Double Adaptive Gradient Methods AAAI 2025

Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems AAAI 2025

Delay as Payoff in MAB AAAI 2025

Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025