Dr. Akshara Rai: Sim2Real Learning for Home Robots
Sim2Real: Balancing in real life using RL on KANGAROO humanoid from PAL Robotics (Isaac Lab + ROS 2)
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Last Updated: October 14, 2026
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Summary
Training and developing intelligent robots in simulation to be successfully deployed in the real world is challenging. The robot's ... When robots come to the reality, they usually fall into two main traps: 1. The Visual Gap 2. The Dynamics Gap How Scientists Are ... The lecture motivates sim-to-real transfer by confronting a fundamental bottleneck in robotics RL: real-world data collection is ... Course Instructor: Pieter Abbeel Guest Lecturer: Josh Tobin Course Website: ... Rotary Inverted Pendulum Code & Doc: ... You train the policy in simulation. It runs on the robot without additional tuning. What if everything a robot learns in a simulator translates perfectly to the real world? That's the power of Together with Niantic Spatial and NVIDIA can now scan a real deployment site with off-the-shelf hardware, reconstruct it into a ... opendrivelab.com/cvpr2025/tutorial/ Train it in simulation. Run it on the real robot. Teach it new tricks. Microduck is a 25 cm robot built from the ground up for ... In this sim-to-real experiment, I use ML-Agents to train an AI in a virtual environment, then deploy it to a physical turtle bot. The AI ... The future of robotics and embodied AI depends on solving the Akshara Rai is a research scientist at Meta AI in Menlo Park, working on robot learning. Her research focuses on sample-efficient ...