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Generation Loss

Train a model on its own output, generation after generation. Each step draws a finite sample of size M and refits — so the tails starve first and the curve collapses toward a spike. Toggle replace vs accumulate: replace drives σ̂ toward zero, accumulate holds it. A copy of a copy of a copy.

simulation SVG DataMachine Learning Jun 20, 2026
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Generation Loss — tap replace / accumulate to switch regime · drag the sample budget M · run, step one generation, or reset · data as of · Shumailov et al., Nature 2024 · model collapse ↗ open artifact ↗

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