Stochastic Methods

Swarm Intelligence for Self-Organized Clustering (Extended Abstract) IJCAI 2020 Synchronizing Probability Measures on Rotations via Optimal Transport CVPR 2020 TellTail: Fast Scoring and Detection of Dense Subgraphs AAAI 2020 Tensorized Random Projections AISTATS 2020 Textual Data Augmentation for Efficient Active Learning on Tiny Datasets EMNLP 2020 The Devil is in the Detail: A Framework for Macroscopic Prediction via Microscopic Models NeurIPS 2020 The FAST Algorithm for Submodular Maximization ICML 2020 The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions AISTATS 2020 The Kalai-Smorodinsky solution for many-objective Bayesian optimization JMLR 2020 The Method of Random Directions Optimization for Stereo Audio Source Separation Interspeech 2020 The route to chaos in routing games: When is price of anarchy too optimistic? NeurIPS 2020 Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too! EMNLP 2020 To Signal or Not To Signal: Exploiting Uncertain Real-Time Information in Signaling Games for Security and Sustainability AAAI 2020 Trading Convergence Rate with Computational Budget in High Dimensional Bayesian Optimization AAAI 2020 Trading Plan Cost for Timeliness in Situated Temporal Planning IJCAI 2020 True Nonlinear Dynamics from Incomplete Networks AAAI 2020 Truncated Linear Regression in High Dimensions NeurIPS 2020 Tsallis-INF for Decoupled Exploration and Exploitation in Multi-armed Bandits COLT 2020 Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle ICML 2020 Variance Reduced Coordinate Descent with Acceleration: New Method With a Surprising Application to Finite-Sum Problems ICML 2020 Variance Reduction for Evolution Strategies via Structured Control Variates AISTATS 2020 Variance reduction for Random Coordinate Descent-Langevin Monte Carlo NeurIPS 2020 Variance Reduction via Accelerated Dual Averaging for Finite-Sum Optimization NeurIPS 2020 Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020 Weighted Message Passing and Minimum Energy Flow for Heterogeneous Stochastic Block Models with Side Information JMLR 2020