Which one is NOT correct about reinforcement learning $($RL$)?$

It is called Online Learning.

In RL$,$ the desired outcomes provide the AI system with reward, and undesired outcomes provide AI with punishment.

It is a supervised learning process.

It is used to solve interacting problems where the data observed up to time $($t$)$ is considered to decide which action to take at time $($t $+1).$