Research Output per year
Research Output per year
Personal profile
Education/Academic qualification
PHD, University of Southern California
… → 1985
MS, University of Southern California
… → 1981
BMTH, University of Waterloo
… → 1976
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Dive into the research topics where Sarma Vrudhula is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Recent external collaboration on country level. Dive into details by clicking on the dots.
Research Output
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ELSA: A throughput-optimized design of an LSTM accelerator for energy-constrained devices
Azari, E. & Vrudhula, S., Feb 7 2020, In: ACM Transactions on Embedded Computing Systems. 19, 1, 3.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Performance modeling for CNN inference accelerators on FPGA
Ma, Y., Cao, Y., Vrudhula, S. & Seo, J. S., Apr 2020, In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 39, 4, p. 843-856 14 p., 8634939.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
An Energy-Efficient Reconfigurable LSTM Accelerator for Natural Language Processing
Azari, E. & Vrudhula, S., Dec 2019, Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019. Baru, C., Huan, J., Khan, L., Hu, X. T., Ak, R., Tian, Y., Barga, R., Zaniolo, C., Lee, K. & Ye, Y. F. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 4450-4459 10 p. 9006030. (Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Embedding binary perceptrons in FPGA to improve area, power and performance
Wagle, A., Azari, E. & Vrudhula, S., Nov 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019 - Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., 8942071. (IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD; vol. 2019-November).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Optimizing User Satisfaction of Mobile Workloads Subject to Various Sources of Uncertainties
Gaudette, B., Wu, C-J. & Vrudhula, S., Dec 1 2019, In: IEEE Transactions on Mobile Computing. 18, 12, p. 2941-2953 13 p., 8546757.Research output: Contribution to journal › Article › peer-review
1 Scopus citations
Projects
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SHF: Small: Content-Aware Mapping of Streaming AI Workloads onHeterogeneous Edge Devices
National Science Foundation (NSF)
7/1/20 → 6/30/23
Project: Research project
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CES Project: Comparison and Evaluation of Different AV Simulators for Benchmark Development
INDUSTRY: Various Consortium Members
1/20/20 → 8/31/21
Project: Research project
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Uncertainty Quantification and Global Sensitivity Analysis in Machine Learning
INDUSTRY: Various Consortium Members
11/1/19 → 3/31/21
Project: Research project
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Accelerating Datacenter FPGAs for Deep Learning Training Workloads (ASUF 30007810)
Seo, J., Cao, Y. & Vrudhula, S.
9/1/17 → 8/31/22
Project: Research project
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CES Project: Efficient Off-loading of Code in Mobile-Cloud with Performance Battery and Energy Considerations
INDUSTRY: Various Consortium Members
8/1/17 → 8/31/21
Project: Research project