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 warm-up round begins this week. This contest targets technical gaps in model interpretability, offering practitioners a concrete way to refine white-box analysis of neural networks.