[KongchangAI]
Unverified50% confidenceSolutionExact time

The white paper's solution is to introduce velocity-aware adaptive control, including randomizing execution speed during training and adding a learnable motion speed adapter to the planner.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027

Sources

Humanoid Robots Learn to Play Ball: How Adaptive Motion Planning and Tracking Bridge the Sim-to-Real Gap

Related Entities

motion-speed adapterconceptNoitom Roboticscompany

Related Claims

UnverifiedTemporal randomization during training allows the policy to learn from asynchronous, multi-frequency data without needing to align all measurements to a fixed time grid.72% similar

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