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Passive iFIR filters learned from just three minutes of robot data can dramatically outperform optimized PID controllers in velocity tracking tasks, offering a fast and stable alternative for robot control.
Forget expensive real-world robotics data collection: ExpertGen uses RL to turn noisy, simulated behavior priors (even from LLMs!) into expert policies that transfer to real robots.