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Learning Multi-Phase Robot Loco-Manipulation via Phase-Conditioned Policy Optimization

Simone Manni, Annika Wollschläger, Dario Bellicoso, Abel Gawel, Marco Hutter, Simon Le Cleac'h, Jan Brüdigam
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Complex whole-body loco-manipulation requires executing diverse maneuvers, such as crouching, grasping, and locomotion, within a single long-horizon task. While performing simple pick-and-place behaviors is well-established, scaling to complex, long-horizon tasks remains difficult.

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