Using Inherent Structures to design Lean 2-layer RBMs

Abhishek Bansal; Abhinav Anand; Chiranjib Bhattacharyya

ICML 2018oral1 citations

Using Inherent Structures to design Lean 2-layer RBMs

Abhishek Bansal, Abhinav Anand, Chiranjib Bhattacharyya

Abstract

Understanding the representational power of Restricted Boltzmann Machines (RBMs) with multiple layers is an ill-understood problem and is an area of active research. Motivated from the approach of

BibTeX

@InProceedings{pmlr-v80-bansal18a,
  title = 	 {Using Inherent Structures to design Lean 2-layer {RBM}s},
  author =       {Bansal, Abhishek and Anand, Abhinav and Bhattacharyya, Chiranjib},
  booktitle = 	 {Proceedings of the 35th International Conference on Machine Learning},
  pages = 	 {443--451},
  year = 	 {2018},
  editor = 	 {Dy, Jennifer and Krause, Andreas},
  volume = 	 {80},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {10--15 Jul},
  publisher =    {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v80/bansal18a/bansal18a.pdf},
  url = 	 {https://proceedings.mlr.press/v80/bansal18a.html},
  abstract = 	 {Understanding the representational power of Restricted Boltzmann Machines (RBMs) with multiple layers is an ill-understood problem and is an area of active research. Motivated from the approach of