Zhuochen Miao

Knowledge-Driven Imitation Learning: Enabling Generalization Across Diverse Conditions

Imitation learning has emerged as a powerful paradigm in robot manipulation, yet its generalization capability remains constrained by object-specific dependencies in limited expert demonstrations. To address this challenge, we propose knowledge-driven imitation learning, a framework that leverages e