Projects per year
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- 3 Similar Profiles
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Projects
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CNS Core: Small: Ultra-Efficient Neural Network and LSTM Architectures
NSF - National Science Foundation
10/1/19 → 9/30/22
Project: Research project
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SHF: Small: Extremely Energy-Efficient Monolithic 3D System Architectures
NSF - National Science Foundation
7/1/18 → 6/30/21
Project: Research project
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SHF: Small: Exploration of the Transistor-level Monolithic 3D SRAM Design Space
NSF - National Science Foundation
9/1/17 → 8/31/21
Project: Research project
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TWC: Small: Physiological Information Leakage: A New Front on Health Information Security
NSF - National Science Foundation
10/1/16 → 9/30/20
Project: Research project
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CSR: Small: Energy-efficient Embedded Signal-processing Inference Systems
NSF - National Science Foundation
10/1/16 → 9/30/20
Project: Research project
Research Output
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Software-Defined Design Space Exploration for an Efficient DNN Accelerator Architecture
Yu, Y., Li, Y., Che, S., Jha, N. K. & Zhang, W., Jan 1 2021, In: IEEE Transactions on Computers. 70, 1, p. 45-56 12 p., 9072480.Research output: Contribution to journal › Article › peer-review
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Dreaming to distill: Data-free knowledge transfer via deepinversion
Yin, H., Molchanov, P., Alvarez, J. M., Li, Z., Mallya, A., Hoiem, D., Jha, N. K. & Kautz, J., 2020, In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. p. 8712-8721 10 p., 9156864.Research output: Contribution to journal › Conference article › peer-review
1 Scopus citations -
Grow and Prune Compact, Fast, and Accurate LSTMs
Dai, X., Yin, H. & Jha, N. K., Mar 1 2020, In: IEEE Transactions on Computers. 69, 3, p. 441-452 12 p., 8907435.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Incremental Learning Using a Grow-and-Prune Paradigm with Efficient Neural Networks
Dai, X., Yin, H. & Jha, N. K., 2020, (Accepted/In press) In: IEEE Transactions on Emerging Topics in Computing.Research output: Contribution to journal › Article › peer-review
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INVITED: Efficient synthesis of compact deep neural networks
Xia, W., Yin, H. & Jha, N. K., Jul 2020, 2020 57th ACM/IEEE Design Automation Conference, DAC 2020. Institute of Electrical and Electronics Engineers Inc., 9218529. (Proceedings - Design Automation Conference; vol. 2020-July).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution