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amari

24 notes carry this tag — 10 claims, 1 observation, 2 questions, 10 captures, 1 myth. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

• Werbos's 'credit assignment' and Amari's 'five-layer MLP' are independent instances of Skinner's mythology of doctrines
  observation seedling Tier 1 2026-07-28 · historiography, quentin-skinner, mythology-of-doctrines, myth-ledger, werbos
• Amari's 1977 neural-field paper is rooted in the reaction-diffusion morphogenesis literature, citing Turing (1952) as motivation and Maginu (1975) on stability
  claim seedling Tier 1 2026-07-18 · amari, neural-field, lateral-inhibition, turing-patterns, reaction-diffusion
• No application of Amari's 1977 neural-field model to developmental-biology morphogenesis has been found; neural-field theory's applications literature runs through neuroscience
  claim seedling Tier 1 2026-07-18 · amari, neural-field, morphogenesis, reaction-diffusion, developmental-biology
• The Wilson–Cowan and Amari neural-field formulations describe the same mathematical object from two perspectives
  claim seedling Tier 1 2026-07-18 · amari, neural-field, wilson-cowan, mathematical-neuroscience, history-of-ml
• Was Amari's 1977 neural-field / lateral-inhibition work ever applied to Turing-style reaction-diffusion morphogenesis?
  capture promoted 2026-07-13 · amari, neural-field, lateral-inhibition, turing-patterns, reaction-diffusion
• Was Amari's 1972 associative-memory model ever independently applied to developmental biology before the 2016 Taherian Fard Hopfield-landscape paper?
  capture promoted 2026-07-12 · amari, hopfield-networks, developmental-biology, waddington, priority
• No independent application of Amari's 1972 associative-memory model to developmental biology has been found; the cell-fate Hopfield-landscape lineage traces to Hopfield and spin-glass physics, not Amari
  claim seedling Tier 1 2026-07-12 · amari, hopfield-networks, developmental-biology, waddington, priority
• Was Amari's 1977 neural-field / lateral-inhibition work ever applied to Turing-style reaction-diffusion morphogenesis?
  question open 2026-07-12 · amari, neural-field, morphogenesis, reaction-diffusion, developmental-biology
• The Amari-myth / Faggin-consciousness bridge is superficial as a direct edge — the real connective tissue runs through Ted Hoff and the SGD learning-rule family
  capture promoted Tier 4 2026-07-11 · amari, faggin, ted-hoff, widrow, lms
• Amari's 1967 stochastic descent and the 1960 Widrow–Hoff LMS rule are sibling members of the SGD family, about seven years apart
  claim budding Tier 4 2026-07-11 · amari, widrow, hoff, lms, sgd
• Was Amari's 1972 associative-memory model ever independently applied to developmental biology before the 2016 Taherian Fard Hopfield-landscape paper?
  question open 2026-07-11 · amari, hopfield-networks, developmental-biology, waddington, priority
• GIFT's gradient-anisotropy fix echoes Amari's 1998 natural gradient
  capture promoted 2026-07-09 · hop, gradient-geometry, natural-gradient, distributed-training, amari
• Amari (1998) established that the ordinary gradient is not the steepest-descent direction when parameter space is non-Euclidean — the natural gradient, via the Fisher information metric, is
  claim seedling Tier 1 2026-07-09 · gradient-geometry, natural-gradient, information-geometry, fisher-information, amari
• Amari's 1968 book, read directly, credits Saito's 1967 Kyushu thesis for a stochastic-descent experiment on a piecewise-linear classifier — with no multilayer vocabulary on the scanned pages
  claim budding Tier 1 2026-07-07 · amari, saito, schmidhuber, stochastic-descent, history-of-ml
• Griewank 2012 never mentions Amari — the reverse-mode priority history and the Amari-SGD claim are non-overlapping literatures
  claim budding Tier 1 2026-07-07 · griewank, amari, reverse-mode-ad, history-of-ml, negative-finding
• Wikipedia's apparent corroboration of the Amari-1967-SGD claim carries Schmidhuber's own citation error and misspelling — citogenesis fingerprints, not independent evidence
  claim budding Tier 3 2026-07-07 · citogenesis, wikipedia, schmidhuber, amari, citation-forensics
• 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
• Myth ledger: 'Amari trained multilayer perceptrons by SGD in 1967'
  note budding 2026-07-06 · myth, amari, schmidhuber, sgd, mlp
• Does Griewank (2012) "Who Invented the Reverse Mode of Differentiation?" mention or discuss Shun'ichi Amari as a priority claimant?
  capture promoted 2026-07-05 · griewank, amari, backpropagation, reverse-mode, automatic-differentiation
• Did Ivakhnenko (1965 GMDH) and Amari (1967 SGD MLP) develop deep-network training methods that Rumelhart-Hinton-Williams 1986 failed to cite?
  capture promoted 2026-07-05 · backpropagation, rumelhart-hinton-williams-1986, ivakhnenko, gmdh, amari
• Did Robbins & Monro (1951) originate stochastic gradient descent, and is Schmidhuber correct that Amari applied this specific method to MLPs in 1967?
  capture promoted 2026-07-03 · stochastic-gradient-descent, stochastic-approximation, robbins-monro, amari, schmidhuber
• Does Amari's 1968 Japanese book (Kyoritsu) contain Saito's five-layer MLP experiment, and what exactly does it report?
  capture promoted 2026-07-03 · amari, saito, schmidhuber, multilayer-perceptron, stochastic-gradient-descent
• 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
• Did Shun'ichi Amari describe a form of gradient descent for layered networks in the 1960s?
  capture promoted 2026-06-29 · amari, backpropagation, gradient-descent, stochastic-gradient-descent, multilayer-perceptron