12 citations · 19 across the 9 of their papers we have counts for
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cs.LG2020
Not Half Bad: Exploring Half-Precision in Graph Convolutional Neural Networks
John Brennan, Stephen Bonner, Amir Atapour-Abarghouei +3
With the growing significance of graphs as an effective representation of data in numerous applications, efficient graph analysis using modern machine learning is receiving a growi…
cs.LG2020★ 5 cited
Gradient descent with momentum --- to accelerate or to super-accelerate?
Goran Nakerst, John Brennan, Masudul Haque
We consider gradient descent with `momentum', a widely used method for loss function minimization in machine learning. This method is often used with `Nesterov acceleration', meani…