8 citations · 17 across the 5 of their papers we have counts for
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cs.LG2020★ 7 cited
Learning Compositional Structures for Deep Learning: Why Routing-by-agreement is Necessary
Sai Raam Venkatraman, Ankit Anand, S. Balasubramanian +1
A formal description of the compositionality of neural networks is associated directly with the formal grammar-structure of the objects it seeks to represent. This formal grammar-s…
cs.LG2019★ 8 cited
Building Deep, Equivariant Capsule Networks
Sairaam Venkatraman, S. Balasubramanian, R. Raghunatha Sarma
Capsule networks are constrained by the parameter-expensive nature of their layers, and the general lack of provable equivariance guarantees. We present a variation of capsule netw…