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

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power


May 27, 2022
Binghui Li , Jikai Jin , Han Zhong , John E. Hopcroft , Liwei Wang


   Access Paper or Ask Questions

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

A Riemannian Accelerated Proximal Extragradient Framework and its Implications


Nov 04, 2021
Jikai Jin , Suvrit Sra


   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 Distributionally Robust Optimization: Non-asymptotic Analysis


Oct 26, 2021
Jikai Jin , Bohang Zhang , Haiyang Wang , Liwei Wang

* 25 pages; to appear in 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

Improved Analysis of Clipping Algorithms for Non-convex Optimization


Oct 29, 2020
Bohang Zhang , Jikai Jin , Cong Fang , Liwei Wang

* 41 pages, 12 figures, to appear in NeurIPS 2020. arXiv admin note: text overlap with arXiv:1905.11881 by other authors 

   Access Paper or Ask Questions

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

On The Convergence of First Order Methods for Quasar-Convex Optimization


Oct 27, 2020
Jikai Jin

* 12 pages 

   Access Paper or Ask Questions

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