Georgia Tech's new machine-learning framework helps humanoid robots master rough terrain using faster, cheaper training.
MIT's SceneSmith creates realistic 3D worlds where robots safely train, reducing costs and speeding AI-powered robot ...
Abstract: Achieving high-fidelity modeling of robot dynamics remains a major challenge in scientific computing and artificial intelligence. Black-box models are prone to overfitting and lack ...
Abstract: Reinforcement learning (RL) is a promising control approach in many scenarios. However, safety-critical applications are still a challenge due to lack of safety guarantees during exploration ...