Stochastic Methods

DivAug: Plug-In Automated Data Augmentation With Explicit Diversity Maximization ICCV 2021 Efficient debiased evidence estimation by multilevel Monte Carlo sampling UAI 2021 Efficient Sampling of Dependency Structure EMNLP 2021 Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent AAAI 2021 Evaluating the Implicit Midpoint Integrator for Riemannian Hamiltonian Monte Carlo ICML 2021 Explicit Regularization of Stochastic Gradient Methods through Duality AISTATS 2021 Fast convergence of stochastic subgradient method under interpolation ICLR 2021 Faster Convergence of Stochastic Gradient Langevin Dynamics for Non-Log-Concave Sampling UAI 2021 Fast Multi-label Learning IJCAI 2021 Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms NeurIPS 2021 From Low Probability to High Confidence in Stochastic Convex Optimization JMLR 2021 From Optimality to Robustness: Adaptive Re-Sampling Strategies in Stochastic Bandits NeurIPS 2021 Fully Gap-Dependent Bounds for Multinomial Logit Bandit AISTATS 2021 Generalization Guarantee of SGD for Pairwise Learning NeurIPS 2021 Generalization Performance of Multi-pass Stochastic Gradient Descent with Convex Loss Functions JMLR 2021 Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved Complexity ICLR 2021 High-probability Bounds for Non-Convex Stochastic Optimization with Heavy Tails NeurIPS 2021 Hogwild! over Distributed Local Data Sets with Linearly Increasing Mini-Batch Sizes AISTATS 2021 Identification of the Generalized Condorcet Winner in Multi-dueling Bandits NeurIPS 2021 Implicit Bias of SGD for Diagonal Linear Networks: a Provable Benefit of Stochasticity NeurIPS 2021 Implicit Langevin Algorithms for Sampling From Log-concave Densities JMLR 2021 Improved Guarantees for Offline Stochastic Matching via new Ordered Contention Resolution Schemes NeurIPS 2021 Improved Worst-Case Regret Bounds for Randomized Least-Squares Value Iteration AAAI 2021 Improving Hashing Algorithms for Similarity Search via MLE and the Control Variates Trick ACML 2021 Information-Theoretic Generalization Bounds for Stochastic Gradient Descent COLT 2021