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Periodic advection can accelerate or decelerate reaction-diffusion wave propagation by an amount proportional to the spatial period, with an explicit formula for this leading correction.
VLMs forget less when learning new tasks if you explicitly preserve the semantic relationships they learned during pre-training, especially in vulnerable regions identified with adversarial anchors.
