Table-Lookup MAC: Scalable Processing of Quantised Neural Networks in FPGA Soft Logic
Abstract
References
Index Terms
- Table-Lookup MAC: Scalable Processing of Quantised Neural Networks in FPGA Soft Logic
Recommendations
Synthesizable Standard Cell FPGA Fabrics Targetable by the Verilog-to-Routing CAD Flow
Special Section on Field Programmable Logic and Applications 2015 and Regular PapersIn this article, we consider implementing field-programmable gate arrays (FPGAs) using a standard cell design methodology and present a framework for the automated generation of synthesizable FPGA fabrics. The open-source Verilog-to-Routing (VTR) FPGA ...
An Efficient Look-up Table-based Approach for Multiplication over GF(2m) Generated by Trinomials
In this paper, we present an efficient look-up table (LUT)-based approach to design multipliers for GF(2m) generated by irreducible trinomials. A straightforward LUT-based multiplication requires a table of size (m 2m) bits for the Galois field of ...
Quantized neural networks: training neural networks with low precision weights and activations
We introduce a method to train Quantized Neural Networks (QNNs) -- neural networks with extremely low precision (e.g., 1-bit) weights and activations, at run-time. At traintime the quantized weights and activations are used for computing the parameter ...
Comments
Information & Contributors
Information
Published In
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
- Agency for Science, Technology and Research
- National Research Foundation Singapore, Quantum Engineering Programme 2.0 (National Quantum Computing Hub)
- Singapore Government?s Research, Innovation and Enterprise 2020 Plan (Advanced Manufacturing and Engineering domain)
Conference
Acceptance Rates
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 228Total Downloads
- Downloads (Last 12 months)228
- Downloads (Last 6 weeks)87
Other Metrics
Citations
View Options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in