Mathematics

Robust Gaussian Covariance Estimation in Nearly-Matrix Multiplication Time NeurIPS 2020 Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020 Robust Multi-Object Matching via Iterative Reweighting of the Graph Connection Laplacian NeurIPS 2020 Robust Persistence Diagrams using Reproducing Kernels NeurIPS 2020 Robust Sequence Submodular Maximization NeurIPS 2020 Rumor Detection on Social Media with Graph Structured Adversarial Learning IJCAI 2020 Sample Amplification: Increasing Dataset Size even when Learning is Impossible ICML 2020 Sample complexity bounds for localized sketching AISTATS 2020 Sample Complexity of Kalman Filtering for Unknown Systems L4DC 2020 Sampling from a k-DPP without looking at all items NeurIPS 2020 Sampling Random Chordal Graphs by MCMC (Student Abstract) AAAI 2020 Scalable Calibration of Affinity Matrices from Incomplete Observations ACML 2020 Schatten Norms in Matrix Streams: Hello Sparsity, Goodbye Dimension ICML 2020 Scikit-network: Graph Analysis in Python JMLR 2020 Semantic Width and the Fixed-Parameter Tractability of Constraint Satisfaction Problems IJCAI 2020 Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees ICML 2020 Sensor Placement for Spatial Gaussian Processes with Integral Observations UAI 2020 Sharp Composition Bounds for Gaussian Differential Privacy via Edgeworth Expansion ICML 2020 Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms NeurIPS 2020 Sharp Thresholds of the Information Cascade Fragility Under a Mismatched Model AISTATS 2020 Sharp uniform convergence bounds through empirical centralization NeurIPS 2020 Simultaneous Inference for Pairwise Graphical Models with Generalized Score Matching JMLR 2020 Sinkhorn Barycenter via Functional Gradient Descent NeurIPS 2020 Skill Rating for Multiplayer Games. Introducing Hypernode Graphs and their Spectral Theory JMLR 2020 Smoothed Nonparametric Derivative Estimation using Weighted Difference Quotients JMLR 2020