CoRL 2026 slide trains an LSTM in 1 minute to predict robot joint torque

shaohua0116 · x · 2026-11-11

Sharing a slide from a CoRL 2026 talk, the author jokes that 'probably most students don't know what LSTM is' anymore.

The slide shows step 2 of Neural External Torque Estimation (NEXT): using motor current × torque constant (K) = joint torque as supervision, an LSTM is trained on just 1 minute of data to predict free-space torque from joint states—teaching the robot to predict itself.

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