28 citations · 92 across the 8 of their papers we have counts for
3 papers · 1 filter
Learning Invariances in Neural Networks
Gregory Benton, Marc Finzi, Pavel Izmailov +1
Invariances to translations have imbued convolutional neural networks with powerful generalization properties. However, we often do not know a priori what invariances are present i…
Trajectory Based Podcast Recommendation
Greg Benton, Ghazal Fazelnia, Alice Wang +1
Podcast recommendation is a growing area of research that presents new challenges and opportunities. Individuals interact with podcasts in a way that is distinct from most other me…
Rethinking Parameter Counting in Deep Models: Effective Dimensionality Revisited
Wesley J. Maddox, Gregory Benton, Andrew Gordon Wilson
Neural networks appear to have mysterious generalization properties when using parameter counting as a proxy for complexity. Indeed, neural networks often have many more parameters…