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2021

4.

Bhardwaj, K.; Li, G.; Marculescu, R.

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.

Links | BibTeX | Tags: Featured, Model Compression & Optimization, Neural Architecture Search

2020

3.

Krishnakumar, A.; Arda, S. E.; Goksoy, A. A.; Mandal, S. K.; Ogras, U. Y.; Sartor, A. L.; Marculescu, R.

Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 11, pp. 4064-4077, 2020.

Links | BibTeX | Tags: Embedded Systems, Featured, Systems

2019

2.

Bhardwaj, Kartikeya; Lin, Ching-Yi; Sartor, Anderson; Marculescu, Radu

Memory-and communication-aware model compression for distributed deep learning inference on iot Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), vol. 18, no. 5s, pp. 1–22, 2019.

Links | BibTeX | Tags: Edge AI, Featured, Model Compression & Optimization, Networks

2015

1.

Peng, Huan-Kai; Marculescu, Radu

Multi-scale compositionality: identifying the compositional structures of social dynamics using deep learning Journal Article

In: PloS one, vol. 10, no. 4, pp. e0118309, 2015.

Links | BibTeX | Tags: Featured, Networks, Social Networks