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Self-supervised finetuning can preserve a VLA model's instruction-following abilities while significantly boosting its performance on new robotic tasks.
Coupling uncertainty-aware odometry with geometry-guided loop closure can dramatically enhance map consistency in LiDAR SLAM systems.