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Reconstructing STL-10 images from 9 shuffled, border-eroded patches with an end-to-end network: Sinkhorn permutation layer, differentiable assembly and U-Net inpainting. MAE 0.043 vs 0.182 baseline, 3.26M params, Keras 3.