A $100,000 prize pool anchors the new ARC White-Box Estimation Challenge hosted by AIcrowd. The contest tasks participants with improving estimation algorithms for random MLPs. This effort builds on recent research into wide random networks. Practitioners can now test their algorithms in a competitive, white-box environment to refine model interpretability.