Shubham Sonkar

Beyond the Teacher: Leveraging Mixed-Skill Demonstrations for Robust Imitation Learning

Achieving expert-like robotic task execution in dynamic environments typically requires extensive, high-quality expert demonstrations, a significant bottleneck for real-world deployment. We present a novel learning framework that overcomes this data dependency, enabling robots to perform complex per…