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Forget pixel-aligned Gaussians: TokenGS uses learnable tokens to directly regress 3D Gaussians, unlocking robustness to pose noise and emergent scene understanding.
Ditch quadratic scaling in 3D reconstruction: VGG-T$^3$ achieves linear scaling and a 11.6x speed-up by distilling scene geometry into a fixed-size MLP.
Test-time training with KV binding isn't memorization, it's secretly a learned linear attention mechanism, unlocking architectural simplifications and parallelization.
