all tags

credit-assignment

46 notes carry this tag — 21 claims, 1 observation, 5 questions, 16 captures, 1 myth, 2 essays. 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

• 
  a name is a summary
  essay draft 2026-07-26 · credit-assignment, burden-of-knowledge, team-science, history-of-ml, sociology-of-science
• 
  the name is the citation
  essay draft 2026-07-13 · deep-learning-history, eponym, efficient-coding, redundancy-reduction, perception

Everything else

• Strevens (2003) argues the priority rule functions as a device for efficiently allocating research labor, driven by the winner-confers-all structure of scientific benefit
  claim seedling Tier 1 2026-09-05 · philosophy-of-science, priority-rule, michael-strevens, division-of-cognitive-labor, resource-allocation
• Strevens (2003) reinterprets Merton's 'Arago effect' — priority awarded no matter how thin the margin — as functionally rational, against Merton's own verdict that it is a dysfunctional pathology
  claim seedling Tier 1 2026-09-05 · philosophy-of-science, priority-rule, michael-strevens, robert-merton, arago-effect
• Widrow's 1966 'Bootstrap Learning' paper documents a genuine, preliminary, non-gradient attempt at training multilayer networks of adaptive threshold elements
  claim seedling Tier 1 2026-09-05 · widrow, madaline, bootstrap-learning, multilayer-perceptron, backpropagation
• Does Merton's 'obliteration by incorporation' (OBI) concept, read directly from his 1988 paper, map onto the backpropagation citation gap?
  capture promoted Tier 1 2026-09-02 · sociology-of-science, robert-merton, obliteration-by-incorporation, matthew-effect, backpropagation
• The backpropagation citation gap is Merton's Matthew Effect, not his obliteration by incorporation
  claim seedling Tier 1 2026-09-02 · sociology-of-science, robert-merton, obliteration-by-incorporation, matthew-effect, backpropagation
• Merton's OBI caveat that erasure is "evident to knowing peers" fails for the backpropagation gap
  claim seedling Tier 1 2026-09-02 · sociology-of-science, robert-merton, obliteration-by-incorporation, backpropagation, historiography
• Does Richard Sutton's 1984 PhD dissertation actually use the phrase 'structural credit assignment' — the field-lore origin of the term?
  capture promoted 2026-09-01 · credit-assignment, structural-credit-assignment, temporal-credit-assignment, sutton, barto
• Sutton's 1984 dissertation abstract, in his own words, frames credit assignment entirely in temporal terms and never uses 'structural'
  claim budding Tier 1 2026-09-01 · credit-assignment, structural-credit-assignment, temporal-credit-assignment, sutton, terminology
• The earliest confirmed instance of Sutton personally using the phrase 'structural credit assignment' is a 2023 talk, presented as a problem the field still hasn't solved — not a callback to his own 1984 dissertation
  claim seedling Tier 1 2026-09-01 · credit-assignment, structural-credit-assignment, temporal-credit-assignment, sutton, terminology
• Sutton's own retrospective one-line summary of his 1984 thesis names 'temporal credit assignment,' not 'structural' — and Wikipedia independently corroborates the same framing
  claim budding Tier 1 2026-09-01 · credit-assignment, structural-credit-assignment, temporal-credit-assignment, sutton, terminology
• The seed's direct bridge is superficial; the real one runs through burden-of-knowledge economics, and the vault already holds a structural twin of the LeCun/Denker case
  capture promoted Tier 1 2026-07-25 · cross-domain-bridge, sociology-of-science, credit-assignment, burden-of-knowledge, team-science
• Jones (2005): a rising 'burden of knowledge' forces narrower specialization and more collaborative invention
  claim seedling Tier 1 2026-07-25 · burden-of-knowledge, team-science, specialization, economics-of-innovation, credit-assignment
• Wuchty, Jones & Uzzi (2007): mean team size in science and engineering papers grew from about 1.9 to 3.5 authors between 1955 and 2000
  claim seedling Tier 1 2026-07-25 · team-science, burden-of-knowledge, sociology-of-science, quantitative-history, credit-assignment
• Burden-of-knowledge economics is the mechanism that bridges the vault's population-scaling cluster and its credit-compression cluster, one hop removed
  observation seedling Tier 1 2026-07-25 · cross-domain-bridge, sociology-of-science, credit-assignment, burden-of-knowledge, team-science
• 'Credit assignment' names both the sociology of scientific credit and backpropagation's technical problem — and Schmidhuber sits on the hinge
  claim seedling Tier 1 2026-07-12 · credit-assignment, sociology-of-science, schmidhuber, backpropagation, history-of-ml
• Two of the best-known labels for misattributed scientific credit — Stigler's Law and the Matthew Effect — are themselves cases of it
  claim seedling Tier 4 2026-07-12 · sociology-of-science, credit-assignment, stiglers-law, matthew-effect, merton
• Merton: the drive to establish scientific priority is structural — an institutionally normal response to a reward system where recognition is the only currency
  claim seedling Tier 1 2026-07-12 · sociology-of-science, merton, priority, credit-assignment, history-of-science
• Schmidhuber's 'Annotated History of Modern AI and Deep Learning' dates the field's origin to the 1676 chain rule and circa-1800 neural nets — reading the present category back onto the deep past
  claim seedling Tier 1 2026-07-12 · whig-history, historiography-of-ai, presentism, schmidhuber, credit-assignment
• Does Merton's 'obliteration by incorporation' (OBI) concept, read directly from his 1988 paper, map onto the backpropagation citation gap?
  question answered 2026-07-12 · sociology-of-science, merton, obliteration-by-incorporation, backpropagation, credit-assignment
• Does Schmidhuber's 'Annotated History' open verbatim with 'Machine learning is the science of credit assignment,' and does he ever name the Matthew Effect?
  question answered 2026-07-12 · credit-assignment, schmidhuber, sociology-of-science, matthew-effect, verification
• Does Strevens (2003) actually argue the priority rule is an economically optimal allocator of scientific labor, and what's the exact mechanism?
  question answered 2026-07-12 · sociology-of-science, strevens, priority, mechanism-design, credit-assignment
• Two senses of 'credit assignment' — the Merton–Stigler sociology of scientific credit is the frame both the Dreyfus-1973 and Chandler notes were already inside
  capture promoted Tier 1 2026-07-11 · sociology-of-science, credit-assignment, multiple-discovery, stiglers-law, matthew-effect
• The sociology of science's credit laws are self-exemplifying — Stigler's law, the Matthew effect, and the Matilda effect are each named after someone other than their true originator
  capture promoted Tier 1 2026-07-11 · sociology-of-science, eponymy, priority, credit-assignment, stiglers-law
• Whig history names what the vault's AI-history myth-ledger polices — and Weinberg's science exemption complicates it
  capture promoted Tier 2 2026-07-11 · whig-history, historiography-of-ai, presentism, credit-assignment, backpropagation
• Confirm against a standalone 1969 first-edition scan of Perceptrons that 'credit-assignment' is absent from the original text (present only in the 1988 Epilogue)
  capture promoted 2026-07-09 · perceptrons, minsky-papert, credit-assignment, primary-source-verification, history-of-ml
• Does the term or framing "credit assignment" appear in Minsky & Papert's 1969 Perceptrons, and in what context?
  capture promoted 2026-07-09 · perceptrons, minsky-papert, credit-assignment, terminology, history-of-ml
• Who first used the term "structural credit assignment," and in what context?
  capture promoted 2026-07-09 · credit-assignment, structural-credit-assignment, terminology, history-of-ml, reinforcement-learning
• Léon Bottou's 2017 foreword states the reissued Perceptrons text is the 1969 first edition (fourteen chapters, 0–13); the Prologue and Epilogue were written for the 1988 Expanded Edition
  claim seedling Tier 2 2026-07-09 · perceptrons, minsky-papert, credit-assignment, history-of-ml, book-structure
• Madaline Rule I (1962) could adapt only the first layer of Widrow's networks — the second layer stayed fixed, making it the ceiling of pre-backpropagation multilayer training
  claim budding Tier 1 2026-07-09 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• The phrase 'credit-assignment' in Minsky & Papert's Perceptrons appears only in the 1988 Expanded Edition's Epilogue defending Rosenblatt — not in the 1969 original
  claim seedling Tier 1 2026-07-09 · perceptrons, minsky-papert, credit-assignment, terminology, history-of-ml
• Jordan Pollack's 1989 review locates Minsky & Papert's credit/blame-apportionment argument in the 1988 Prologue (roman-numeral p. xiii), and finds no 'credit assignment' in four sampled passages of the 1969 body
  claim seedling Tier 2 2026-07-09 · perceptrons, minsky-papert, credit-assignment, history-of-ml, primary-source-verification
• Widrow's group spent the 1960s unable to train a genuinely multilayer network and left neural-net research until backpropagation reached Widrow in the mid-1980s
  claim budding Tier 1 2026-07-09 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• Myth ledger: "the structural credit-assignment problem comes from Minsky (1961)"
  note budding Tier 1 2026-07-09 · credit-assignment, structural-credit-assignment, minsky, sutton, terminology
• Confirm against a standalone 1969 first-edition scan of Perceptrons that 'credit-assignment' is absent from the original text (present only in the 1988 Epilogue)
  question open 2026-07-09 · perceptrons, minsky-papert, credit-assignment, primary-source-verification, history-of-ml
• Does Richard Sutton's 1984 PhD dissertation actually use the phrase 'structural credit assignment' — the field-lore origin of the term?
  question open 2026-07-09 · credit-assignment, structural-credit-assignment, sutton, terminology, history-of-ml
• Did Widrow attempt and abandon multilayer network training around 1965–1966, and what primary sources document this effort?
  capture promoted 2026-07-08 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• Capture: Did Werbos's 1974 Harvard PhD thesis explicitly frame backpropagation as a solution to the spatial credit assignment problem, and in what terms?
  capture promoted Tier 2 2026-07-07 · werbos, backpropagation, credit-assignment, harvard, history-of-ai
• Minsky named and formalized "the credit-assignment problem" in 1961 — as a temporal problem about sequential decisions, not network weights
  claim budding Tier 1 2026-07-07 · minsky, credit-assignment, history-of-ml, reinforcement-learning, terminology
• The 1974 Werbos thesis contains no credit-assignment language at all — "backprop solves spatial credit assignment (Werbos 1974)" is a retrospective label
  claim budding Tier 1 2026-07-07 · werbos, credit-assignment, backpropagation, history-of-ml, retrospective-framing
• What did Lillicrap et al. (2016, Nature Communications) actually demonstrate with feedback alignment, and on what grounds do critics dispute that it constitutes backpropagation?
  capture promoted 2026-07-06 · feedback-alignment, backpropagation, biological-plausibility, weight-transport-problem, timothy-lillicrap
• 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
• What Hinton argued in his 2007 talk 'How to do backpropagation in a brain' — and how it anticipates his later published critique
  capture promoted 2026-07-06 · geoffrey-hinton, backpropagation, biological-plausibility, forward-forward, contrastive-divergence
• What Hinton meant by calling backpropagation biologically implausible
  capture promoted 2026-06-30 · backpropagation, biological-plausibility, geoffrey-hinton, forward-forward, credit-assignment
• Credit Assignment Problem (Minsky 1961) and Backpropagation
  capture promoted 2026-06-30 · backpropagation, credit-assignment, minsky, rumelhart-hinton-williams, neural-networks