AnalysisAI ModelsSeptember 14, 2026

Amazon Science asks why ML research agents don't overfit

Amazon Science blog post examines why machine learning research agents avoid overfitting despite iterating against the same benchmarks, which normally turns a held-out test set into part of the training procedure. It contrasts the standard validation/test split with the iterative improvement loop real ML research uses.

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