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A $50,000 competition has been launched to refine techniques for interpreting faint signals in noisy telescope data, with the goal of advancing our understanding of exoplanets and preparing for the launch of the Ariel space mission in 2029. The challenge, featured at the NeurIPS 2024 conference, is sponsored by a consortium of national space agencies and academic institutions and offers participants a unique opportunity to contribute to cutting-edge research in the field of exoplanet atmospheres.