conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Stochastic Methods

1,118 papers

Papers per year

2
18
33
106
45
'05
'10
'15
'20
'25

Papers

Statistical Optimality of Stochastic Gradient Descent on Hard Learning Problems through Multiple Passes NIPS 2018
Gen-Oja: Simple & Efficient Algorithm for Streaming Generalized Eigenvector Computation NIPS 2018
Asymptotic optimality of adaptive importance sampling NIPS 2018
Exponentiated Strongly Rayleigh Distributions NIPS 2018
Solving Non-smooth Constrained Programs with Lower Complexity than $\mathcal{O}(1/\varepsilon)$: A Primal-Dual Homotopy Smoothing Approach NIPS 2018
First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time NIPS 2018
Differential Properties of Sinkhorn Approximation for Learning with Wasserstein Distance NIPS 2018
Scalable End-to-End Autonomous Vehicle Testing via Rare-event Simulation NIPS 2018
Fast Rates of ERM and Stochastic Approximation: Adaptive to Error Bound Conditions NIPS 2018
Learning with SGD and Random Features NIPS 2018
Stochastic Chebyshev Gradient Descent for Spectral Optimization NIPS 2018
Training Deep Models Faster with Robust, Approximate Importance Sampling NIPS 2018
How To Make the Gradients Small Stochastically: Even Faster Convex and Nonconvex SGD NIPS 2018
Global Convergence of Langevin Dynamics Based Algorithms for Nonconvex Optimization NIPS 2018
Byzantine Stochastic Gradient Descent NIPS 2018
HOGWILD!-Gibbs can be PanAccurate NIPS 2018
Stochastic Expectation Maximization with Variance Reduction NIPS 2018
The Lingering of Gradients: How to Reuse Gradients Over Time NIPS 2018
Sparsified SGD with Memory NIPS 2018
Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization NIPS 2018
Variance-Reduced Stochastic Gradient Descent on Streaming Data NIPS 2018
Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation NIPS 2018
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NIPS 2018
SEGA: Variance Reduction via Gradient Sketching NIPS 2018
Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima NIPS 2018