461 citations · 1.7k across the 40 of their papers we have counts for
3 papers · 1 filter
Neuro-Symbolic Program Synthesis
Emilio Parisotto, Abdel-rahman Mohamed, Rishabh Singh +3
Recent years have seen the proposal of a number of neural architectures for the problem of Program Induction. Given a set of input-output examples, these architectures are able to…
Memory-augmented Attention Modelling for Videos
Rasool Fakoor, Abdel-rahman Mohamed, Margaret Mitchell +2
We present a method to improve video description generation by modeling higher-order interactions between video frames and described concepts. By storing past visual attention in t…
Do Deep Convolutional Nets Really Need to be Deep and Convolutional?
Gregor Urban, Krzysztof J. Geras, Samira Ebrahimi Kahou +6
Yes, they do. This paper provides the first empirical demonstration that deep convolutional models really need to be both deep and convolutional, even when trained with methods suc…