FADA: Few-Shot Domain Adaptation via Dynamics Alignment for Humanoid Control
Under review
TL;DR: A three-stage Planner-IDM framework for humanoid control: freezing the planner and finetuning only the inverse dynamics model on about two minutes of target-domain rollouts aligns it to new terrain, payload, or actuator dynamics — no rewards or demonstrations needed.