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S$^2$GS slashes per-frame optimization time and storage costs while delivering high-quality Free-Viewpoint Videos, making immersive IoT applications feasible on edge devices.
Skills stabilize agent execution by transforming noisy trajectories into procedural anchors, but they can fail under brittle assumptions and incompatible contexts.
