878 citations · 886 across the 3 of their papers we have counts for
3 papers
The Evolution of Embedding Table Optimization and Multi-Epoch Training in Pinterest Ads Conversion
Andrew Qiu, Shubham Barhate, Hin Wai Lui +7
Deep learning for conversion prediction has found widespread applications in online advertising. These models have become more complex as they are trained to jointly predict multip…
Subclass Distillation
Rafael Müller, Simon Kornblith, Geoffrey Hinton
After a large "teacher" neural network has been trained on labeled data, the probabilities that the teacher assigns to incorrect classes reveal a lot of information about the way i…
When Does Label Smoothing Help?
Rafael Müller, Simon Kornblith, Geoffrey Hinton
The generalization and learning speed of a multi-class neural network can often be significantly improved by using soft targets that are a weighted average of the hard targets and…