all tags

hinton

14 notes carry this tag — 9 claims, 5 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 Hinton's 2007→2022 reversal on backprop-in-the-brain and the 1986 Nature paper's 'demonstration, not invention' contribution?
  capture seedling 2026-09-13 · hinton, backpropagation, biological-plausibility, forward-forward, history-of-ml
• Verify the origin of the term 'deep learning' against primaries: Dechter (1986), Aizenberg et al. (2000), and the Hinton-era popularization (c. 2006)
  capture promoted Tier 1 2026-07-31 · deep-learning, terminology, priority-dispute, ai-history, history-of-ml
• Neither of Hinton's two canonical 2006 papers — the Neural Computation deep-belief-net paper or the Science autoencoder paper — contains the phrase 'deep learning' anywhere in its text
  claim seedling Tier 1 2026-07-31 · deep-learning, terminology, hinton, ai-history, history-of-ml
• 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 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
• Hinton's mature position (Lillicrap et al. 2020) is that the brain can implement backprop's core principles — not strict backpropagation — via NGRAD, feedback-induced activity differences that locally approximate error signals
  claim budding Tier 1 2026-07-08 · hinton, lillicrap, backpropagation, ngrad, biological-plausibility
• Hinton's position on backpropagation-in-the-brain reversed over fifteen years — the 2007 talk tried to rescue it with a temporal-derivative mechanism; the 2022 Forward-Forward paper abandoned it
  claim budding Tier 1 2026-07-08 · hinton, backpropagation, biological-plausibility, forward-forward, contrastive-divergence
• The 1986 Nature paper's contribution was demonstrating that backpropagation learns useful internal representations — not inventing the algorithm
  claim budding Tier 1 2026-07-07 · rumelhart, hinton, williams, backpropagation, internal-representations
• Capture: Did Crick (1989) 'The recent excitement about neural networks' (Nature 337:129–132) first formally state the weight transport problem, predating Hinton's 2022 formulation?
  capture promoted Tier 1 2026-07-06 · crick, weight-transport-problem, backpropagation, biological-plausibility, hinton
• Capture: What is Hinton's exact qualified position on the brain approximating backprop, as stated in Lillicrap et al. (2020) 'Backpropagation and the brain,' NRN 21(6)?
  capture promoted Tier 1 2026-07-06 · hinton, lillicrap, backpropagation, ngrad, biological-plausibility
• Hinton's "biologically implausible" is four specific objections — weight transport, a separate backward pass, discrete synchronized cycles, and required differentiability
  claim budding Tier 1 2026-07-06 · hinton, biological-plausibility, backpropagation, neuroscience, weight-transport
• Hinton's Forward-Forward algorithm traces its own ancestry to Boltzmann machines — replacing backprop's backward pass with two forward passes
  claim budding Tier 1 2026-07-06 · hinton, forward-forward, boltzmann-machines, biological-plausibility, backpropagation-alternative
• The 1986 backpropagation Nature paper cites only four references — none of the earlier independent derivations
  claim budding Tier 1 2026-07-06 · rumelhart, hinton, williams, backpropagation, citation-history
• Capture: What did the 1986 Rumelhart, Hinton & Williams Nature paper add that earlier formulations did not?
  capture promoted Tier 2 2026-06-29 · backpropagation, rumelhart, hinton, williams, history-of-ml