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 competition starts this week with a warm-up round. This effort helps ARC refine technical methods for interpreting model behavior through a competitive, open-source framework.