Competitions

Machine Learning's First Cheating Scandal

A post-mortem on a Kaggle-era incident where participants gamed the public leaderboard through repeated test-set probing — effectively overfitting to held-out data via the submission API. Raised serious questions about how ML benchmarks and competitions should be designed.