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Stochastic Methods

2788 directly classified papers

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Papers

Private Counting from Anonymous Messages: Near-Optimal Accuracy with Vanishing Communication Overhead ICML 2020
Optimal Randomized First-Order Methods for Least-Squares Problems ICML 2020
Streaming k-Submodular Maximization under Noise subject to Size Constraint ICML 2020
Scalable and Probabilistically Complete Planning for Robotic Spatial Extrusion RSS 2020
Efficient Parametric Multi-Fidelity Surface Mapping RSS 2020
StochasticRank: Global Optimization of Scale-Free Discrete Functions ICML 2020
Stochastic Gauss-Newton Algorithms for Nonconvex Compositional Optimization ICML 2020
Probabilistic Swarm Guidance Subject to Graph Temporal Logic Specifications RSS 2020
Incremental Sampling Without Replacement for Sequence Models ICML 2020
Bounding the expected run-time of nonconvex optimization with early stopping UAI 2020
Randomized Block-Diagonal Preconditioning for Parallel Learning ICML 2020
Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle ICML 2020
Error Estimation for Sketched SVD via the Bootstrap ICML 2020
NAYEL at SemEval-2020 Task 12: TF/IDF-Based Approach for Automatic Offensive Language Detection in Arabic Tweets COLING 2020
Min-Max Optimization without Gradients: Convergence and Applications to Black-Box Evasion and Poisoning Attacks ICML 2020
Stochastic bandits with arm-dependent delays ICML 2020
RoboCoDraw: Robotic Avatar Drawing with GAN-Based Style Transfer and Time-Efficient Path Optimization AAAI 2020
The FAST Algorithm for Submodular Maximization ICML 2020
Incentivizing Evaluation with Peer Prediction and Limited Access to Ground Truth (Extended Abstract) IJCAI 2020
Swarm Intelligence for Self-Organized Clustering (Extended Abstract) IJCAI 2020
Scaling Up AND/OR Abstraction Sampling IJCAI 2020
Trading Plan Cost for Timeliness in Situated Temporal Planning IJCAI 2020
Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows NIPS 2020
Robustness Computation of Dynamic Controllability in Probabilistic Temporal Networks with Ordinary Distributions IJCAI 2020
Synchronizing Probability Measures on Rotations via Optimal Transport CVPR 2020