Stochastic Methods

Learning to Bootstrap for Entity Set Expansion EMNLP 2019 Learning to Optimize in Swarms NeurIPS 2019 Lifted Message Passing for Hybrid Probabilistic Inference IJCAI 2019 Limitations of the empirical Fisher approximation for natural gradient descent NeurIPS 2019 Linear Discriminant Differential Evolution for Feature Selection in Emotional Speech Recognition Interspeech 2019 Linear Stochastic Bandits Under Safety Constraints NeurIPS 2019 List-decodable Linear Regression NeurIPS 2019 Log-concave sampling: Metropolis-Hastings algorithms are fast JMLR 2019 Making the Last Iterate of SGD Information Theoretically Optimal COLT 2019 Max-value Entropy Search for Multi-Objective Bayesian Optimization NeurIPS 2019 Measurement Maximizing Adaptive Sampling with Risk Bounding Functions AAAI 2019 MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models AAAI 2019 Minimal Variance Sampling in Stochastic Gradient Boosting NeurIPS 2019 Minimax experimental design: Bridging the gap between statistical and worst-case approaches to least squares regression COLT 2019 Mixing of Hamiltonian Monte Carlo on strongly log-concave distributions 2: Numerical integrators AISTATS 2019 Modeling simple structures and geometry for better stochastic optimization algorithms AISTATS 2019 Modelling Stopping Criteria for Search Results using Poisson Processes EMNLP 2019 More Efficient Estimation for Logistic Regression with Optimal Subsamples JMLR 2019 Near Optimal Frequent Directions for Sketching Dense and Sparse Matrices JMLR 2019 Neuron birth-death dynamics accelerates gradient descent and converges asymptotically ICML 2019 Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach AISTATS 2019 Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization ICML 2019 Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NeurIPS 2019 Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019 Nonparametric Contextual Bandits in Metric Spaces with Unknown Metric NeurIPS 2019