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Encyclopedia/Technology/Reinforcement learning
AI & Autonomy

Reinforcement learning

Learning behavior through interactions and a reward signal.

Overview

A learning agent selects actions and improves a policy using reward feedback. Robotics applications must account for physical safety and differences between training environments and deployment. G1’s manufacturer describes imitation and reinforcement learning.[1][2]

Related robots

Robot / manufacturerManufacturer countryStatusPurposeHeightPayloadAnnouncedCompare
G1Unitree RoboticsChinaCommercialResearch / Education1.32 mNot publicly disclosedUnknownCompare

Sources

  1. Reinforcement Learning: An Introduction
    MIT Press · Other · Published 2018-11-13 · Accessed 2026-10-03
  2. Unitree G1 specifications
    Unitree Robotics · Manufacturer · Publication date not stated · Accessed 2026-10-03