stochastic optimization

Hybrid Regret Bounds for Combinatorial Semi-Bandits and Adversarial Linear Bandits NeurIPS 2021 iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients ICML 2021 Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021 Information-constrained optimization: can adaptive processing of gradients help? NeurIPS 2021 Integrated Optimization of Bipartite Matching and Its Stochastic Behavior: New Formulation and Approximation Algorithm via Min-cost Flow Optimization AAAI 2021 Large-Scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification ICCV 2021 Learning Complexity of Simulated Annealing AISTATS 2021 Learning from History for Byzantine Robust Optimization ICML 2021 Linear Bandits on Uniformly Convex Sets JMLR 2021 Minibatch and Momentum Model-based Methods for Stochastic Weakly Convex Optimization NeurIPS 2021 Multi-Armed Bandits with Bounded Arm-Memory: Near-Optimal Guarantees for Best-Arm Identification and Regret Minimization NeurIPS 2021 Multiplicative Noise and Heavy Tails in Stochastic Optimization ICML 2021 Nearest neighbor search under uncertainty UAI 2021 Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications AISTATS 2021 Non-convex Distributionally Robust Optimization: Non-asymptotic Analysis NeurIPS 2021 Non-Parametric Stochastic Sequential Assignment With Random Arrival Times IJCAI 2021 No-regret Algorithms for Capturing Events in Poisson Point Processes ICML 2021 Online Graph Dictionary Learning ICML 2021 On Optimal Robustness to Adversarial Corruption in Online Decision Problems NeurIPS 2021 On the Bias-Variance-Cost Tradeoff of Stochastic Optimization NeurIPS 2021 On the convergence of the Metropolis algorithm with fixed-order updates for multivariate binary probability distributions AISTATS 2021 On the Verification of Neural ODEs with Stochastic Guarantees AAAI 2021 Optimal Algorithms for Stochastic Contextual Preference Bandits NeurIPS 2021 Optimal Complexity in Decentralized Training ICML 2021 Predictive Job Scheduling under Uncertain Constraints in Cloud Computing IJCAI 2021