SPARK: Input-Conditioned Sparse Activation Modulation for Frozen DiT-based Super-Resolution
SPARK is introduced, a lightweight input-conditioned controller that predicts bounded per-channel affine transformations for only the selected channels, while keeping the SR backbone and VAE frozen.