A $100,000 prize pool anchors the new ARC White-Box Estimation Challenge hosted by AIcrowd. Participants must improve estimation algorithms for random MLPs based on recent research. The contest begins with a warm-up round this week. This effort targets technical interpretability, providing practitioners a concrete benchmark for analyzing wide random neural network behaviors.