Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Erik Nijkamp

Generative Text Modeling through Short Run Inference


Jun 08, 2021
Bo Pang, Erik Nijkamp, Tian Han, Ying Nian Wu

* 10 pages 

  Access Paper or Ask Questions

Semi-supervised Learning by Latent Space Energy-Based Model of Symbol-Vector Coupling


Oct 19, 2020
Bo Pang, Erik Nijkamp, Jiali Cui, Tian Han, Ying Nian Wu

* work in progress 

  Access Paper or Ask Questions

Learning Latent Space Energy-Based Prior Model


Jun 15, 2020
Bo Pang, Tian Han, Erik Nijkamp, Song-Chun Zhu, Ying Nian Wu

* 22 pages, 4 figures 

  Access Paper or Ask Questions

Learning Energy-based Model with Flow-based Backbone by Neural Transport MCMC


Jun 12, 2020
Erik Nijkamp, Ruiqi Gao, Pavel Sountsov, Srinivas Vasudevan, Bo Pang, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

Joint Training of Variational Auto-Encoder and Latent Energy-Based Model


Jun 10, 2020
Tian Han, Erik Nijkamp, Linqi Zhou, Bo Pang, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

Learning Deep Generative Models with Short Run Inference Dynamics


Dec 14, 2019
Erik Nijkamp, Bo Pang, Tian Han, Linqi Zhou, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

Flow Contrastive Estimation of Energy-Based Models


Dec 02, 2019
Ruiqi Gao, Erik Nijkamp, Diederik P. Kingma, Zhen Xu, Andrew M. Dai, Ying Nian Wu


  Access Paper or Ask Questions

Representation Learning: A Statistical Perspective


Nov 26, 2019
Jianwen Xie, Ruiqi Gao, Erik Nijkamp, Song-Chun Zhu, Ying Nian Wu

* Annual Review of Statistics and Its Application 2020 

  Access Paper or Ask Questions

On Learning Non-Convergent Non-Persistent Short-Run MCMC Toward Energy-Based Model


May 27, 2019
Erik Nijkamp, Mitch Hill, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

A Generative Model for Sampling High-Performance and Diverse Weights for Neural Networks


May 07, 2019
Lior Deutsch, Erik Nijkamp, Yu Yang

* arXiv admin note: substantial text overlap with arXiv:1801.01952 

  Access Paper or Ask Questions

On the Anatomy of MCMC-based Maximum Likelihood Learning of Energy-Based Models


Apr 11, 2019
Erik Nijkamp, Mitch Hill, Tian Han, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

Divergence Triangle for Joint Training of Generator Model, Energy-based Model, and Inference Model


Dec 28, 2018
Tian Han, Erik Nijkamp, Xiaolin Fang, Mitch Hill, Song-Chun Zhu, Ying Nian Wu


  Access Paper or Ask Questions

Building a Telescope to Look Into High-Dimensional Image Spaces


Mar 02, 2018
Mitch Hill, Erik Nijkamp, Song-Chun Zhu


  Access Paper or Ask Questions