Column Subset Selection and Nyström Approximation via Continuous
OptimizationOnline World Conference on Soft Computing in Industrial Applications (WSCIA), 2023 |
Faster Kernel Matrix Algebra via Density EstimationInternational Conference on Machine Learning (ICML), 2021 |
Kernel Operations on the GPU, with Autodiff, without Memory OverflowsJournal of machine learning research (JMLR), 2020 |
PyTorch: An Imperative Style, High-Performance Deep Learning LibraryNeural Information Processing Systems (NeurIPS), 2019 |
Exact Gaussian Processes on a Million Data PointsNeural Information Processing Systems (NeurIPS), 2019 |
GPyTorch: Blackbox Matrix-Matrix Gaussian Process Inference with GPU
AccelerationNeural Information Processing Systems (NeurIPS), 2018 |
FALKON: An Optimal Large Scale Kernel MethodNeural Information Processing Systems (NeurIPS), 2017 |
Gaussian Processes for Big DataConference on Uncertainty in Artificial Intelligence (UAI), 2013 |