We additionally assume that the agent cannot interact with the environment but has access to the action-labeled transition data collected by some agents with unknown qualities.

LargeNumberofNodes In this section, we test DAGMA, GOLEM, and NOTEARS for graphs with number of variables d {200,300,500,800,1000}.

Chess, one of the oldest and most universally played board games, presents an ideal testbed due to the wealth of both policy data and language data. In terms of policy data, it is reported that over ten million games are played daily on Chess.com, the most frequented online chess platform.

Let (x0,y0) in M beanaugmentedg.

To Reviewer 1: [Intuition of benefits of advanced data augmentation] In line 198, we explained the theoretical3 connection between advanced data augmentation and better semi-supervised learning performance. We stated that4 "Importantly, the number of components is actually decided by the quality of the augmentation operation: an ideal5 augmentation should be able to reach all other examples of the same category given a starting instance.