all tags

energy-based-models

6 notes carry this tag — 3 claims, 2 captures, 1 essay. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

Essays

• cut one percent of the bonds
  essay draft 2026-07-13 · physical-learning, allostery, energy-based-models, backpropagation, biological-plausibility

Everything else

• 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
• Coupled learning lets an elastic network learn and compute with no processor in the loop
  claim seedling Tier 1 2026-07-12 · physical-learning, coupled-learning, equilibrium-propagation, energy-based-models, biologically-plausible-learning
• A trained physical network's function is readable from the soft modes of its Hessian, tying conserved protein regions to slow collective modes
  claim seedling Tier 1 2026-07-12 · physical-learning, structure-function, soft-modes, allostery, protein-biophysics
• Networks that learn without a computer reproduce protein allostery — learning as a physical process
  capture promoted Tier 1 2026-07-11 · physical-learning, equilibrium-propagation, coupled-learning, allostery, energy-based-models
• Does Hinton's Forward-Forward paper explicitly cite Boltzmann machines as a prototype, and how do contrastive Hebbian learning and equilibrium propagation relate as biologically plausible alternatives to backpropagation?
  capture promoted 2026-07-06 · geoffrey-hinton, forward-forward, boltzmann-machine, contrastive-hebbian-learning, equilibrium-propagation