Selected Publications
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Conference
International Conference on Machine Learning (ICML), 2023.
CANNON: Communication-Aware Sparse Neural Network Optimization Journal Article Forthcoming
In: IEEE Transactions on Emerging Topics in Computing, Forthcoming.
Revisiting Pruning at Initialization through the Lens of Ramanujan Graph Conference
International Conference on Learning Representations (ICLR), 2023.
INDENT: Incremental Online Decision Tree Training for Domain-Specific Systems-on-Chip Proceedings Article
In: Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1-9, 2022.
Model Elasticity for Hardware Heterogeneity in Federated Learning Systems Proceedings Article
In: Proceedings of the 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network (FedEdge), pp. 19-24, 2022.
FLASH: Fast Neural Architecture Search with Hardware Optimization Journal Article
In: ACM Transactions on Embedded Computing Systems, vol. 20, no. 63, pp. 1-26, 2021.