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

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Interacting Contour Stochastic Gradient Langevin Dynamics


Feb 20, 2022
Wei Deng , Siqi Liang , Botao Hao , Guang Lin , Faming Liang

* ICLR 2022 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

A Kernel-Expanded Stochastic Neural Network


Jan 14, 2022
Yan Sun , Faming Liang

* Accepted by JRSSB 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration


Oct 01, 2021
Yan Sun , Wenjun Xiong , Faming Liang

* Accepted by Neurips 2021 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Consistent Sparse Deep Learning: Theory and Computation


Mar 08, 2021
Yan Sun , Qifan Song , Faming Liang

* Accepted by JASA 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

A Contour Stochastic Gradient Langevin Dynamics Algorithm for Simulations of Multi-modal Distributions


Oct 19, 2020
Wei Deng , Guang Lin , Faming Liang

* Accepted by NeurIPS 2020 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Accelerating Convergence of Replica Exchange Stochastic Gradient MCMC via Variance Reduction


Oct 02, 2020
Wei Deng , Qi Feng , Georgios Karagiannis , Guang Lin , Faming Liang


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Stochastic Gradient Langevin Dynamics Algorithms with Adaptive Drifts


Sep 20, 2020
Sehwan Kim , Qifan Song , Faming Liang

* 27 pages 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Non-convex Learning via Replica Exchange Stochastic Gradient MCMC


Sep 10, 2020
Wei Deng , Qi Feng , Liyao Gao , Faming Liang , Guang Lin

* Accepted by ICML 2020 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
>>