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

Add to Chrome

Add to Firefox

Picture for Nan Jiang

Nan Jiang

A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation

Jul 18, 2022
Philip Amortila, Nan Jiang, Dhruv Madeka, Dean P. Foster

Figure 1 for A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation

Access Paper or Ask Questions

Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret

May 25, 2022
Jiawei Huang, Li Zhao, Tao Qin, Wei Chen, Nan Jiang, Tie-Yan Liu

Figure 1 for Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret

Figure 2 for Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret

* 38 pages

Access Paper or Ask Questions

Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Apr 19, 2022
Chuanhong Liu, Caili Guo, Yang Yang, Nan Jiang

Figure 1 for Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Figure 2 for Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Figure 3 for Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Figure 4 for Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Access Paper or Ask Questions

Offline Reinforcement Learning Under Value and Density-Ratio Realizability: the Power of Gaps

Mar 30, 2022
Jinglin Chen, Nan Jiang

Figure 1 for Offline Reinforcement Learning Under Value and Density-Ratio Realizability: the Power of Gaps

Access Paper or Ask Questions