Tianhao Zhang
Tianhao Zhang co-founded Covariant in 2017 with Pieter Abbeel, Peter Chen, and Rocky Duan, starting the robotics company as Embodied Intelligence. The Covariant Brain is AI software for robot arms in warehouses, and the company raised $7 million in 2017. With Gregory Kahn, Sergey Levine, and Abbeel, he published a 2016 method that trains a neural network policy for a simulated quadrotor, and with Chelsea Finn, Tianhe Yu, Abbeel, and Sergey Levine a 2017 paper on one-shot visual imitation learning. In November 2017 he used virtual-reality teleoperation to teach a robot, and in 2018 he published imitation-learning work from virtual-reality teleoperation. He studied with Pieter Abbeel at the University of California, Berkeley, and he leads Covariant with chief executive Ted Stinson after Abbeel, Chen, and Duan left for Amazon in August 2024.
- Now at
- Covariant
Timeline
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February 2016
Policies for a quadrotor
With Gregory Kahn, Sergey Levine, and Pieter Abbeel, he publishes Learning Deep Control Policies for Autonomous Aerial Vehicles with MPC-Guided Policy Search. The February 2016 revision trains a neural network policy that controls a simulated quadrotor from onboard sensors.
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2017
Co-founding Covariant
In 2017 he helps found Covariant, a robotics company originally called Embodied Intelligence, with Pieter Abbeel, Peter Chen, and Rocky Duan. The Covariant Brain is AI software for robot arms in warehouses.
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2017
Seed funding at Berkeley
Embodied Intelligence raises $7 million in 2017. He studies with Pieter Abbeel at the University of California, Berkeley.
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2017
One-shot visual imitation
With Chelsea Finn, Tianhe Yu, Pieter Abbeel, and Sergey Levine, he presents One-Shot Visual Imitation Learning via Meta-Learning at the Conference on Robot Learning in 2017.
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November 2017
Teaching a robot with VR
In November 2017 he uses virtual-reality teleoperation to teach a robot at Embodied Intelligence. He is on the founding team with Pieter Abbeel, Peter Chen, and Rocky Duan.
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2018
Imitation from VR teleoperation
With Zoe McCarthy, Owen Jow, Dennis Lee, Xi Chen, Ken Goldberg, and Pieter Abbeel, he publishes Deep Imitation Learning for Complex Manipulation Tasks from Virtual Reality Teleoperation in 2018.
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Since August 2024
Leadership beside a new CEO
In August 2024 Pieter Abbeel, Peter Chen, and Rocky Duan leave for Amazon. He and Ted Stinson take leadership of Covariant, and Stinson, formerly chief operating officer, becomes chief executive.
Sources and credits
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- [1509.06791] Learning Deep Control Policies for Autonomous Aerial Vehicles with MPC-Guided Policy Search
- Covariant (company) - Wikipedia
- Covariant - RobotToday
- Berkeley startup to train robots like puppets - Berkeley News
- One-Shot Visual Imitation Learning via Meta-Learning
- Publications
- Embodied Intelligence Wants to Teach Robots With Virtual Reality | WIRED
- [1710.04615] Deep Imitation Learning for Complex Manipulation Tasks from Virtual Reality Teleoperation
- Amazon hires the founders of AI robotics startup Covariant | TechCrunch
- He Blew the Whistle on Amazon’s Growing Legion of Robots. He Didn’t Expect What Happened Next.