Arka Pal

beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework

Irina Higgins, Löıc Matthey, Arka Pal et al. · International Conference on Learning Representations · 2017 · 3.1K citations

Artificial Intelligence, Engineering, Machine Learning +18

Understanding disentangling in $\beta$-VAE

Christopher Burgess, Irina Higgins, Arka Pal et al. · arXiv (Cornell University) · 2018 · 280 citations · Full text

Understanding disentangling in $β$-VAE

Christopher Burgess, Irina Higgins, Arka Pal et al. · arXiv (Cornell University) · 2018 · 276 citations · Full text

Quantum Science, Engineering, Machine Learning +10

DARLA: Improving Zero-Shot Transfer in Reinforcement Learning

Irina Higgins, Arka Pal, Andrei A. Rusu et al. · arXiv (Cornell University) · 2017 · 139 citations · Full text

Artificial Intelligence, Few-shot Learning, Engineering +8

Early Visual Concept Learning with Unsupervised Deep Learning

Irina Higgins, Xavier Glorot, Arka Pal et al. · arXiv (Cornell University) · 2016 · 127 citations · Full text

Engineering, Machine Learning, Autoencoders +17