Publications

Differentiable Programming for Piecewise Polynomial Functions
Minsu Cho, Ameya Joshi, Xian Yeow Lee, Aditya Balu, Adarsh Krishnamurthy, Baskar Ganapathysubramanian, Soumik Sarkar, Chinmay Hegde
Neurips Workshop: Learning Meets Combinatorial Algorithm, Dec 2020. Paper

Hyperparameter Optimization in Neural Networks via Structured Sparse Recovery
Minsu Cho, Mohammadreza Soltani, Chinmay Hegde
Preprint, June 2020. Paper

ESPN: Extremely Sparse Pruned Networks
Minsu Cho, Ameya Joshi, Chinmay Hegde
Preprint, June 2020. Paper Code

InvNet: Encoding Invariances with Deep Generative Models
Ameya Joshi*, Minsu Cho*, Viraj Shah, Balaji Pokuri, Soumik Sarkar, Baskar Ganapathysubramanian, Chinmay Hegde
AAAI Conference on Artifical Intelligence, 2020
Paper Supplementary
Code

One-Shot Neural Architecture Search via Compressive Sensing
Minsu Cho, Mohammadreza Soltani, Chinmay Hegde
Preprint, June 2019.
Paper

Reducing the Search Space for Hyperparameter Optimization Using Group Sparsity
Minsu Cho, Chinmay Hegde
International Conference on Accoustics, Speech, and Signal Processing, May 2019.
Paper