RL

Foundations for Restraining Bolts:Reinforcement Learning with LTLf/LDLf restraining specifications

What is the problem being addressed? The paper investigates methods for solving reinforcement learning while conforming to LTL restraining specifications, such that, the restraining bolt accounts for features of the world distinct from the RL agent.

Mastering the game of Go without human knowledge

What is the problem being addressed? The problem of developing a pure reinforcement learning approach (i.e. without the use of any domain knowledge beyond basic game rules) for the game of Go has been addressed.