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Don't let shallow-layer cues fool you: SAFE-Pruner uses "future sight" to prune vision-language-action models, achieving 1.89x speedup without sacrificing task success.
A surprisingly simple VLA model, StarVLA-$\alpha$, beats more complex systems on real-world robotics tasks, suggesting that VLM backbones are more critical than intricate architectures.
