2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Conference
International Conference on Machine Learning (ICML), 2023.
MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications Conference
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023.
International Conference on Internet-of-Things Design and Implementation (IoTDI), 2023.
Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation, 2023.
Efficient On-device Training via Gradient Filtering Conference
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
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.
Domain-Specific Architectures (DSAs): Research Problems and Promising Approaches Journal Article
In: ACM Transactions on Embedded Computing Systems (TECS), 2022.
2020
Edge AI: Systems Design and ML for IoT Data Analytics Proceedings Article
In: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 3565–3566, 2020.
New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design Journal Article
In: arXiv preprint arXiv:2008.10805, 2020.
2019
EdgeAI: A Vision for Deep Learning in IoT Era Journal Article
In: IEEE Design & Test, 2019.