← Search

Junchen Yang

2 accepted papers

2023

Multi-modal differentiable unsupervised feature selection

UAI 2023poster

Multi-modal high throughput biological data presents a great scientific opportunity and a significant computational challenge. In multi-modal measurements, every sample is observed simultaneously by two or more sets of sensors. In such settings, many observed variables in both modalities are often n…

2022

Locally Sparse Neural Networks for Tabular Biomedical Data

ICML 2022spotlight

Tabular datasets with low-sample-size or many variables are prevalent in biomedicine. Practitioners in this domain prefer linear or tree-based models over neural networks since the latter are harder to interpret and tend to overfit when applied to tabular datasets. To address these neural networks’…