混合模仿强化学习
一种训练范式,结合模仿学习(来自演示)和强化学习(来自环境交互),以利用演示的样本效率,同时允许强化学习超越专家性能。方法包括 DAPG(演示作为策略梯度的先验)、IRL+RL 和 Demo-Augmented PPO。

Open 7-DoF arm, bimanual-ready. Ships from San Francisco with pilot data-collection packages from $2,500.

90+ platforms — humanoids, arms, quadrupeds, dexterous hands, and teleoperation kits. In-stock hardware ships in 48 hours.

Hardware-synced demonstrations for VLA and imitation learning. Download in LeRobot, HDF5, or RLDS format.

From first arm on the bench to a policy that survives a real workcell — the Robotics Center pipeline in three steps.

Low-latency data-collection glove for dexterous manipulation. From $5,500, ships from San Francisco.

Unbox, calibrate, and run your first autonomous walk. Includes ROS 2 bringup and teleop quickstart.
一种训练范式,结合模仿学习(来自演示)和强化学习(来自环境交互),以利用演示的样本效率,同时允许强化学习超越专家性能。方法包括 DAPG(演示作为策略梯度的先验)、IRL+RL 和 Demo-Augmented PPO。
