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

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Variance-Aware Sparse Linear Bandits


May 26, 2022
Yan Dai, Ruosong Wang, Simon S. Du


   Access Paper or Ask Questions

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

Settling the Horizon-Dependence of Sample Complexity in Reinforcement Learning


Nov 01, 2021
Yuanzhi Li, Ruosong Wang, Lin F. Yang


   Access Paper or Ask Questions

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

Online Sub-Sampling for Reinforcement Learning with General Function Approximation


Jun 14, 2021
Dingwen Kong, Ruslan Salakhutdinov, Ruosong Wang, Lin F. Yang


   Access Paper or Ask Questions

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

An Exponential Lower Bound for Linearly-Realizable MDPs with Constant Suboptimality Gap


Mar 23, 2021
Yuanhao Wang, Ruosong Wang, Sham M. Kakade


   Access Paper or Ask Questions

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

Bilinear Classes: A Structural Framework for Provable Generalization in RL


Mar 19, 2021
Simon S. Du, Sham M. Kakade, Jason D. Lee, Shachar Lovett, Gaurav Mahajan, Wen Sun, Ruosong Wang


   Access Paper or Ask Questions

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

Instabilities of Offline RL with Pre-Trained Neural Representation


Mar 08, 2021
Ruosong Wang, Yifan Wu, Ruslan Salakhutdinov, Sham M. Kakade


   Access Paper or Ask Questions

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

What are the Statistical Limits of Offline RL with Linear Function Approximation?


Oct 22, 2020
Ruosong Wang, Dean P. Foster, Sham M. Kakade


   Access Paper or Ask Questions

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

Planning with Submodular Objective Functions


Oct 22, 2020
Ruosong Wang, Hanrui Zhang, Devendra Singh Chaplot, Denis Garagić, Ruslan Salakhutdinov


   Access Paper or Ask Questions

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

On Reward-Free Reinforcement Learning with Linear Function Approximation


Jun 19, 2020
Ruosong Wang, Simon S. Du, Lin F. Yang, Ruslan Salakhutdinov


   Access Paper or Ask Questions

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

Reinforcement Learning with General Value Function Approximation: Provably Efficient Approach via Bounded Eluder Dimension


Jun 19, 2020
Ruosong Wang, Ruslan Salakhutdinov, Lin F. Yang


   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
3
4
>>