3 code implementations • 24 Jul 2020 • David Yu-Tung Hui, Maxime Chevalier-Boisvert, Dzmitry Bahdanau, Yoshua Bengio
This increases reinforcement learning sample efficiency by up to 3 times and improves imitation learning performance on the hardest level from 77 % to 90. 4 %.
3 code implementations • 8 Jul 2020 • Tianshi Cao, Chin-wei Huang, David Yu-Tung Hui, Joseph Paul Cohen
However it is unclear which OoDD method should be used in practice.
no code implementations • 2 Feb 2020 • Konrad Zolna, Chitwan Saharia, Leonard Boussioux, David Yu-Tung Hui, Maxime Chevalier-Boisvert, Dzmitry Bahdanau, Yoshua Bengio
In adversarial imitation learning, a discriminator is trained to differentiate agent episodes from expert demonstrations representing the desired behavior.
no code implementations • MIDL 2019 • Tianshi Cao, David Yu-Tung Hui, Chinwei Huang, Joseph Paul Cohen
There is a rise in the use of deep learning for automated medical diagnosis, most notably in medical imaging.