Publications

Smooth-Reduce: Leveraging Patches for Improved Certified Robustness
Ameya Joshi, Minh Pham, Minsu Cho, Leonid Boystov, Filipe Condessa, Zico Kolter, Chinmay Hegde
Preprint, 2022. Paper Code

Revisiting Self-Distillation
Minh Pham, Minsu Cho, Ameya Joshi, Chinmay Hegde
Preprint, 2022. Paper

Selective Network Linearization for Efficient Private Inference
Minsu Cho, Ameya Joshi, Siddharth Garg, Brandon Reagen, Chinmay Hegde
ICML 2022, July 2022. Paper Code

Sphynx: ReLU-Efficient Network Design for Private Inference
Minsu Cho, Zahra Ghodsi, Brandon Reagen, Siddharth Garg, Chinmay Hegde
IEEE Security and Privacy, June 2022. Paper Code

Differentiable Design with Dynamic Programming
Kelly O Marshall, Minsu Cho, Chinmay Hegde
AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM). Feb 2022. Paper

Privacy-Preserving Deep Models for Plant Stress Phenotyping
Minsu Cho, Koushik Nagasubramanian, Asheesh Singh, Soumik Sarkar, Baskar Ganapathysubramanian, Chinmay Hegde
AAAI 2022 Workshop on AI for Agriculture and Food Systems (AIAFS). Feb 2022. Paper

Differentiable Spline Approximation
Minsu Cho, Aditya Balu, Ameya Joshi, Anjana Deva Prasad, Biswajit Khra, Soumik Sarkar, Baskar Ganapathysubramanian, Adarsh Krishnamurthy, Chinmay Hegde
NeurIPS 2021, Dec 2021. Paper

ESPN: Extremely Sparse Pruned Networks
Minsu Cho, Ameya Joshi, Chinmay Hegde
IEEE Data Science and Learning Workshop (DSLW), June 2021. Paper Arxiv Paper Code

One-Shot Neural Architecture Search via Compressive Sensing
Minsu Cho, Mohammadreza Soltani, Chinmay Hegde
ICLR 2021 Workshop on Neural Architecture Search, May 2021.
Paper

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

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

Reducing the Search Space for Hyperparameter Optimization Using Group Sparsity
Minsu Cho, Chinmay Hegde
ICASSP 2019, May 2019.
Paper

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