Developmental Legged Intelligence: from Imitation to Generation

Jan 20, 2025·
Chenhao Li
Chenhao Li
· 0 min read
Sony AI
Abstract
In this talk, I will explore the role of expert demonstrations in robotics, particularly their dual function as biomimetic benchmarks and accelerators of the learning process. While ideal expert motions are often unattainable, I will discuss three innovative approaches for learning from constrained demonstrations, showcasing their successful application in legged robotics. The presentation will encompass a variety of methods, including generative adversarial imitation learning, unsupervised skill discovery, and the integration of self-supervised models with representation and curriculum learning strategies.
Date
Jan 20, 2025 3:00 PM
Event
Location

Sony AI

1-12-32 Akasaka, Minato City, Tokyo 107-6003