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Stochastic Methods

2,788 papers

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Papers

Statistical Sparse Online Regression: A Diffusion Approximation Perspective AISTATS 2018
Approximate Ranking from Pairwise Comparisons AISTATS 2018
A Stochastic Differential Equation Framework for Guiding Online User Activities in Closed Loop AISTATS 2018
Accelerated Stochastic Mirror Descent: From Continuous-time Dynamics to Discrete-time Algorithms AISTATS 2018
Stochastic Zeroth-order Optimization in High Dimensions AISTATS 2018
Convergence diagnostics for stochastic gradient descent with constant learning rate AISTATS 2018
Stochastic algorithms for entropy-regularized optimal transport problems AISTATS 2018
Asynchronous Doubly Stochastic Group Regularized Learning AISTATS 2018
Conditional Gradient Method for Stochastic Submodular Maximization: Closing the Gap AISTATS 2018
A Faster Approximation Algorithm for the Gibbs Partition Function COLT 2018
Underdamped Langevin MCMC: A non-asymptotic analysis COLT 2018
Testing Symmetric Markov Chains From a Single Trajectory COLT 2018
Log-concave sampling: Metropolis-Hastings algorithms are fast! COLT 2018
Best of both worlds: Stochastic & adversarial best-arm identification COLT 2018
The Vertex Sample Complexity of Free Energy is Polynomial COLT 2018
$\ell_1$ Regression using Lewis Weights Preconditioning and Stochastic Gradient Descent COLT 2018
Subpolynomial trace reconstruction for random strings \{and arbitrary deletion probability COLT 2018
Counting Motifs with Graph Sampling COLT 2018
Sampling as optimization in the space of measures: The Langevin dynamics as a composite optimization problem COLT 2018
Probabilistic Joint Face-Skull Modelling for Facial Reconstruction CVPR 2018
Latent RANSAC CVPR 2018
Now You Shake Me: Towards Automatic 4D Cinema CVPR 2018
Learning Descriptor Networks for 3D Shape Synthesis and Analysis CVPR 2018
Learning Generative ConvNets via Multi-Grid Modeling and Sampling CVPR 2018
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency EMNLP 2018