Selected Publications
INDENT: Incremental Online Decision Tree Training for Domain-Specific Systems-on-Chip Inproceedings Forthcoming
In: 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD), Forthcoming.
Model Elasticity for Hardware Heterogeneity in Federated Learning Systems Inproceedings Forthcoming
In: FedEdge 2022 - 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network, Forthcoming.
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.
How does topology influence gradient propagation and model performance of deep networks with DenseNet-type skip connections? Inproceedings
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 13498-13507, 2021.
A Hardware Prototype Targeting Distributed Deep Learning for On-Device Inference Inproceedings
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 398–399, 2020.
Dream distillation: A data-independent model compression framework Journal Article
In: arXiv preprint arXiv:1905.07072, 2019.