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generative-models

5 notes carry this tag — 3 claims, 1 observation, 1 capture. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

• Direct Coupling Analysis predicts point-mutation costs accurately but is a poor generative model of allosteric fitness
  claim seedling Tier 1 2026-07-18 · direct-coupling-analysis, generative-models, epistasis, allostery, protein-coevolution
• The vault's cosine-0.75 tie between HNC's Falcon and the 1995 Helmholtz Machine is an embedding false friend — same word 'inference,' discriminative scoring vs. generative cause-modeling
  observation seedling Tier 2 2026-07-12 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• Falcon and the Helmholtz Machine are embedding neighbors split by the discriminative/generative divide — same word 'inference,' opposite computation
  capture promoted Tier 2 2026-07-11 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• Model collapse: training a model recursively on model-generated data erases the tails of the original data distribution
  claim budding Tier 1 2026-07-11 · model-collapse, synthetic-data, generative-models, training-dynamics
• The 1995 'Helmholtz Machine' is named for Hermann von Helmholtz's theory that perception is unconscious statistical inference of sensory causes
  claim seedling Tier 1 2026-07-09 · helmholtz, generative-models, hinton, unconscious-inference, deep-learning-history