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Our goal is to understand the cis-regulatory code embedded in DNA that instructs gene regulation during development. Using mouse and Drosophila embryos as model system, we study this fundamental problem with cutting-edge neural network models trained on high-resolution genomics sequencing assays, interpreted in the light of classical mechanistic studies.