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Stochastic Methods

2788 directly classified papers

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Papers

Dependent Relational Gamma Process Models for Longitudinal Networks ICML 2018
Stochastic Composite Mirror Descent: Optimal Bounds with High Probabilities NIPS 2018
Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization NIPS 2018
Asymptotic optimality of adaptive importance sampling NIPS 2018
Neural Guided Constraint Logic Programming for Program Synthesis NIPS 2018
Log-concave sampling: Metropolis-Hastings algorithms are fast! COLT 2018
The Vertex Sample Complexity of Free Energy is Polynomial COLT 2018
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NIPS 2018
Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NIPS 2018
Rest-Katyusha: Exploiting the Solution's Structure via Scheduled Restart Schemes NIPS 2018
ATOMO: Communication-efficient Learning via Atomic Sparsification NIPS 2018
An Analytical and Experimental Comparison of Maximal Lottery Schemes IJCAI 2018
Fast Rates of ERM and Stochastic Approximation: Adaptive to Error Bound Conditions NIPS 2018
Conditional Gradient Method for Stochastic Submodular Maximization: Closing the Gap AISTATS 2018
Distributed Multi-Player Bandits - a Game of Thrones Approach NIPS 2018
A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints COLT 2017
Adaptive SVRG Methods under Error Bound Conditions with Unknown Growth Parameter NIPS 2017
Task-based End-to-end Model Learning in Stochastic Optimization NIPS 2017
DPSCREEN: Dynamic Personalized Screening NIPS 2017
Optimal Shrinkage of Singular Values Under Random Data Contamination NIPS 2017
Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration NIPS 2017
Adaptive Sampling Probabilities for Non-Smooth Optimization ICML 2017
Efficient Use of Limited-Memory Accelerators for Linear Learning on Heterogeneous Systems NIPS 2017
Boundary Crossing for General Exponential Families ALT 2017
Sampling from a log-concave distribution with compact support with proximal Langevin Monte Carlo COLT 2017