77 citations · 136 across the 4 of their papers we have counts for
4 papers
Applications and Techniques for Fast Machine Learning in Science
Allison McCarn Deiana, Nhan Tran, Joshua Agar +84
In this community review report, we discuss applications and techniques for fast machine learning (ML) in science -- the concept of integrating power ML methods into the real-time…
NITI: Training Integer Neural Networks Using Integer-only Arithmetic
Maolin Wang, Seyedramin Rasoulinezhad, Philip H. W. Leong +1
While integer arithmetic has been widely adopted for improved performance in deep quantized neural network inference, training remains a task primarily executed using floating poin…
LUXOR: An FPGA Logic Cell Architecture for Efficient Compressor Tree Implementations
SeyedRamin Rasoulinezhad, Siddhartha, Hao Zhou +3
We propose two tiers of modifications to FPGA logic cell architecture to deliver a variety of performance and utilization benefits with only minor area overheads. In the irst tier,…
MajorityNets: BNNs Utilising Approximate Popcount for Improved Efficiency
Seyedramin Rasoulinezhad, Sean Fox, Hao Zhou +3
Binarized neural networks (BNNs) have shown exciting potential for utilising neural networks in embedded implementations where area, energy and latency constraints are paramount. W…