Picture for Aymen Al-Marjani

Aymen Al-Marjani

Towards Instance-Optimality in Online PAC Reinforcement Learning

Oct 31, 2023
Viaarxiv icon

Active Coverage for PAC Reinforcement Learning

Jun 23, 2023
Figure 1 for Active Coverage for PAC Reinforcement Learning
Viaarxiv icon

Optimistic PAC Reinforcement Learning: the Instance-Dependent View

Jul 12, 2022
Figure 1 for Optimistic PAC Reinforcement Learning: the Instance-Dependent View
Viaarxiv icon

Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs

Add code
Mar 17, 2022
Figure 1 for Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs
Figure 2 for Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs
Figure 3 for Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs
Figure 4 for Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs
Viaarxiv icon