Code & implementations

Software

Software accompanying our research in statistical learning, fairness, robustness, and meta-learning.

MATLAB

CHIME

Sparse clustering of high-dimensional Gaussian mixture models with the EM algorithm.

Tuning-free high-dimensional linear discriminant analysis with missing data.

Python

Meta-learning with fewer tasks through task interpolation.

Python

Improving generalization in meta-learning via task augmentation.

Python

Improving out-of-distribution robustness via selective augmentation.

Python

Fair classification with finite-sample and distribution-free guarantees.