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Software

Scikit-MultimodalLearn

A Python library for multimodal supervised learning, licensed under Free BSD, and compatible with the well-known scikit-learn toolbox. JMLR 2022.
Code

Quantum Perceptron

Computational-statistical tradeoffs of quantum perceptron models. UAI 2022.
Code

Leverage Score Sampling for the Nyström Method

A divide-and-conquer algorithm to approximate leverage scores. ICASSP 2022.
Code

Sparse Optimization via the Product of Sparse Matrices

Compressing deep neural networks. IJCNN 2021.
Code

QuicK-means: clustering with learned fast transforms. MLJ 2021.
Code

Partial Trace Regression

Matrix-to-matrix regression. ICML 2020.
Code

Entangled Kernels

A new class of operator-valued kernels and entangled kernel learning. IJCAI 2019.
Code