Mathematics & Optimization

Policy Learning and Evaluation with Randomized Quasi-Monte Carlo AISTATS 2022 Policy Optimization with Linear Temporal Logic Constraints NeurIPS 2022 PolygonE: Modeling N-ary Relational Data as Gyro-Polygons in Hyperbolic Space AAAI 2022 Polynomial time guarantees for the Burer-Monteiro method NeurIPS 2022 Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022 PopArt: Efficient Sparse Regression and Experimental Design for Optimal Sparse Linear Bandits NeurIPS 2022 Posistive-Unlabeled Learning via Optimal Transport and Margin Distribution IJCAI 2022 Positively Weighted Kernel Quadrature via Subsampling NeurIPS 2022 Posted Pricing and Dynamic Prior-independent Mechanisms with Value Maximizers NeurIPS 2022 Power Iteration for Tensor PCA JMLR 2022 Power-Law Escape Rate of SGD ICML 2022 Practical Almost-Linear-Time Approximation Algorithms for Hybrid and Overlapping Graph Clustering ICML 2022 Practical Fixed-Parameter Algorithms for Defending Active Directory Style Attack Graphs AAAI 2022 Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums AISTATS 2022 Precise Learning Curves and Higher-Order Scalings for Dot-product Kernel Regression NeurIPS 2022 Precise Regret Bounds for Log-loss via a Truncated Bayesian Algorithm NeurIPS 2022 Preconditioning for Scalable Gaussian Process Hyperparameter Optimization ICML 2022 Predicting Speech Intelligibility using the Spike Acativity Mutual Information Index Interspeech 2022 Pretrained Cost Model for Distributed Constraint Optimization Problems AAAI 2022 Principle of relevant information for graph sparsification UAI 2022 PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022 Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss NeurIPS 2022 Private Convex Optimization via Exponential Mechanism COLT 2022 Private frequency estimation via projective geometry ICML 2022 Private Graph All-Pairwise-Shortest-Path Distance Release with Improved Error Rate NeurIPS 2022