Mathematics & Optimization

SSRGD: Simple Stochastic Recursive Gradient Descent for Escaping Saddle Points NeurIPS 2019 Stability of Linear Structural Equation Models of Causal Inference UAI 2019 Stable and Practical AS Relationship Inference with ProbLink NSDI 2019 Stardust: Divide and Conquer in the Data Center Network NSDI 2019 State Aggregation Learning from Markov Transition Data NeurIPS 2019 Statistical bounds for entropic optimal transport: sample complexity and the central limit theorem NeurIPS 2019 Statistical-Computational Tradeoff in Single Index Models NeurIPS 2019 Statistical Optimal Transport via Factored Couplings AISTATS 2019 Statistical Windows in Testing for the Initial Distribution of a Reversible Markov Chain AISTATS 2019 Stay With Me: Lifetime Maximization Through Heteroscedastic Linear Bandits With Reneging ICML 2019 Stochastic algorithms with descent guarantees for ICA AISTATS 2019 Stochastic Approximation of Smooth and Strongly Convex Functions: Beyond the $O(1/T)$ Convergence Rate COLT 2019 Stochastic Bandits with Context Distributions NeurIPS 2019 Stochastic Beams and Where To Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement ICML 2019 Stochastic Canonical Correlation Analysis JMLR 2019 Stochastic Constraint Propagation for Mining Probabilistic Networks IJCAI 2019 Stochastic Continuous Greedy ++: When Upper and Lower Bounds Match NeurIPS 2019 Stochastic Deep Networks ICML 2019 Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions COLT 2019 Stochastic Frank-Wolfe for Composite Convex Minimization NeurIPS 2019 Stochastic Goal Recognition Design AAAI 2019 Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction NeurIPS 2019 Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization ICML 2019 Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence ICML 2019 Stochastic Optimization of Sorting Networks via Continuous Relaxations ICLR 2019