PhyPush is a physics-guided Transformer that estimates mass and friction from single-push velocity data, claiming over 10% error reduction versus privileged-force baselines in simulation and successful sim-to-real zero-shot transfer.
Physics-guided neural networks (pgnn): An application in lake tem- perature modeling,
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PhyPush: One Push is All You Need for Sensorless Physical Property Estimation with Physics-Guided Transformers
PhyPush is a physics-guided Transformer that estimates mass and friction from single-push velocity data, claiming over 10% error reduction versus privileged-force baselines in simulation and successful sim-to-real zero-shot transfer.