all tags

associative-memory

8 notes carry this tag — 5 claims, 1 question, 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.

• Transformer attention is the retrieval step of a modern Hopfield associative memory — a 1982 physics model
  capture promoted Tier 1 2026-07-11 · hopfield-network, associative-memory, transformer-attention, spin-glass, cross-domain-bridge
• Dense associative memory uses a higher-order energy function to store more patterns than it has neurons, via a duality with deep-learning networks
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, capacity, deep-learning, dmitry-krotov
• Hopfield's 1982 associative memory is a system of Ising spins whose retrieval dynamics minimize an energy function borrowed from spin-glass physics
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, spin-glass, ising-model, physics
• John Hopfield and Geoffrey Hinton won the 2024 Nobel Prize in Physics for the artificial-neural-network architecture, framed by the committee as a physics object
  claim seedling Tier 1 2026-07-11 · hopfield-networks, hinton, nobel-prize, history-of-ml, physics
• The update rule of a modern (continuous) Hopfield network is equivalent to the attention mechanism of transformers
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, transformer-attention, deep-learning, cross-domain-bridge
• What is the classical Hopfield-network storage capacity, and does the ~0.14N figure trace to a primary source?
  question answered 2026-07-11 · hopfield-networks, associative-memory, capacity, verification, unverified-quant
• Amari's 1972 associative-memory model has priority over the Hopfield network in substance — and Hopfield's 1982 paper does not cite it
  claim budding Tier 1 2026-07-06 · amari, hopfield, associative-memory, priority, history-of-ml
• Is Amari's 1972 associative memory model mathematically equivalent to Hopfield's 1982 network, and what do the primary papers actually show?
  capture promoted 2026-07-02 · amari, hopfield, hopfield-network, associative-memory, ising-model