3 code implementations • 12 Oct 2017 • Tianhao Zhang, Zoe McCarthy, Owen Jow, Dennis Lee, Xi Chen, Ken Goldberg, Pieter Abbeel
Imitation learning is a powerful paradigm for robot skill acquisition.
no code implementations • 15 May 2017 • David Held, Zoe McCarthy, Michael Zhang, Fred Shentu, Pieter Abbeel
Although learning-based methods have great potential for robotics, one concern is that a robot that updates its parameters might cause large amounts of damage before it learns the optimal policy.
no code implementations • 5 Jul 2015 • Marvin Zhang, Zoe McCarthy, Chelsea Finn, Sergey Levine, Pieter Abbeel
We evaluate our method on tasks involving continuous control in manipulation and navigation settings, and show that our method can learn complex policies that successfully complete a range of tasks that require memory.