2 papers
cs.LG2022
Causal Structural Hypothesis Testing and Data Generation Models
Jeffrey Jiang, Omead Pooladzandi, Sunay Bhat +1
A vast amount of expert and domain knowledge is captured by causal structural priors, yet there has been little research on testing such priors for generalization and data synthesi…
cs.LG2022
Diverse Imitation Learning via Self-Organizing Generative Models
Arash Vahabpour, Tianyi Wang, Qiujing Lu +2
Imitation learning is the task of replicating expert policy from demonstrations, without access to a reward function. This task becomes particularly challenging when the expert exh…