helmholtz-machine

4 notes carry this tag — 2 observations, 2 captures. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

What genuinely connects the Falcon-Helmholtz and Puckette-dropped-mention/Petiška-Matthew-effect 'embedding false friend' notes (cosine 0.87): another disjoint-recursion-level false friend, same species as the vault's Kelly-Luccioni precedent

capture promoted Tier 1 2026-09-13 · embedding-false-friend, cosine-similarity, jingle-fallacy, retrieval, epistemics
The cosine-0.87 pairing between the Falcon-Helmholtz object-level false-friend note and the Puckette-Petiška meta-level false-friend note is itself an embedding false friend

observation seedling Tier 1 2026-09-13 · embedding-false-friend, jingle-fallacy, bridge-investigation, meta-vault, cosine-similarity
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