Stochastic Methods

Choosing the Sample with Lowest Loss makes SGD Robust AISTATS 2020 Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks IJCAI 2020 Consistency of a Recurrent Language Model With Respect to Incomplete Decoding EMNLP 2020 Convergences of Regularized Algorithms and Stochastic Gradient Methods with Random Projections JMLR 2020 Debiasing Averaged Stochastic Gradient Descent to handle missing values NeurIPS 2020 Decentralised Learning with Random Features and Distributed Gradient Descent ICML 2020 Delay-Adaptive Distributed Stochastic Optimization AAAI 2020 Derivative-Free & Order-Robust Optimisation AISTATS 2020 D-SPIDER-SFO: A Decentralized Optimization Algorithm with Faster Convergence Rate for Nonconvex Problems AAAI 2020 Dynamic Regret of Convex and Smooth Functions NeurIPS 2020 Dynamic Sampling Strategies for Multi-Task Reading Comprehension ACL 2020 Efficiently Solving MDPs with Stochastic Mirror Descent ICML 2020 Error Estimation for Sketched SVD via the Bootstrap ICML 2020 Escaping Saddle-Point Faster under Interpolation-like Conditions NeurIPS 2020 Explicit Mean-Square Error Bounds for Monte-Carlo and Linear Stochastic Approximation AISTATS 2020 Exploratory Grasping: Asymptotically Optimal Algorithms for Grasping Challenging Polyhedral Objects CoRL 2020 Extreme Tensoring for Low-Memory Preconditioning ICLR 2020 Fast and Furious Convergence: Stochastic Second Order Methods under Interpolation AISTATS 2020 FetchSGD: Communication-Efficient Federated Learning with Sketching ICML 2020 Finite-Time Analysis of Asynchronous Stochastic Approximation and Q-Learning COLT 2020 Finite-Time Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation AISTATS 2020 Finite Time Analysis of Linear Two-timescale Stochastic Approximation with Markovian Noise COLT 2020 Finite-Time Error Bounds for Biased Stochastic Approximation with Applications to Q-Learning AISTATS 2020 Finite-Time Performance of Distributed Two-Time-Scale Stochastic Approximation L4DC 2020 Fractional Underdamped Langevin Dynamics: Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise ICML 2020