#out-of-distribution robustness

Tagged out-of-distribution robustness · show all articles

A quadrotor with a gimbal-mounted camera on a folding field workbench at a woods clearing's edge, its four propellers caught mid-spin-up before liftoff

Every Test Changed the Scene and Kept the Chair Red

A Science Robotics drone paper credits liquid neural networks with capturing a task's causal structure. Across eight logged experiments, the target's own color is the one variable no test ever reassigns.

By Brecht Corbeel · September 25, 2026 · 21 min read

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