Our lab has released three papers on Deep Motion Planning and Inverse Reinforcement Learning here: Motion Planning Networks (arXiv) Informed Neural Sampling for Robot Motion Planning (accepted IROS 2018) Adversarial Imitation via Variational Inverse Reinforcement Learning (ICLR open review)