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A single 500-hour visual-tactile dataset boosts zero-shot contact prediction from 13% to 38% IoU and quadruples robot manipulation success rates, proving scale and consistency are paramount for embodied learning.
Forget tactile simulation: PTLD distills real-world tactile sensor data into a robust state estimator that supercharges sim-trained manipulation policies.
Achieve 93% success in zero-shot sim-to-real transfer for contact-rich tasks by realistically simulating tactile shear, blowing away prior art.