all tags

werbos

62 notes carry this tag — 22 claims, 8 observations, 2 questions, 24 captures, 1 myth, 1 dup-risk-log, 4 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 direct and apparent relationship
  essay drafting 2026-08-01 · werbos, darpa, docsub, mansfield-amendment, mit-draper
• 
  beyond regression
  essay draft 2026-07-30 · werbos, karl-deutsch, cybernetics, political-science, backpropagation
• 
  made to be copied
  essay draft 2026-07-24 · faggin, intel-4004, consciousness, panpsychism, reproducibility
• 
  the fifth time is not an accident
  essay draft 2026-07-08 · linnainmaa, speelpenning, werbos, backpropagation, reverse-mode-ad

Everything else

• Capture: Does the Brode, Werbos & Dunn TSP manual's actual imprint read 1975 or 1977?
  capture promoted 2026-09-08 · werbos, tsp-manual, bibliography, verification, history-of-ml
• Klensin & Romberg's 1989 chapter is the sole traceable source of the vault's 1977 TSP-manual date, with no sourcing of its own
  claim seedling Tier 3 2026-09-08 · werbos, tsp-manual, bibliography, verification, history-of-ml
• Werbos's own 1988 paper cites the TSP manual as 1975 in all three of its citations, never 1977
  claim seedling Tier 1 2026-09-08 · werbos, tsp-manual, bibliography, verification, history-of-ml
• What genuinely connects the vault's 'Gates-Jevons is the fourth confirmed embedding false friend instance' note and the 'RHW/DOCSUB-Gates-Jevons meta-pairing is a hedged bridge' note
  capture promoted 2026-08-22 · embedding-false-friend, cosine-similarity, jingle-fallacy, retrieval, epistemics
• The cosine-0.87 pairing between the vault's 'fourth confirmed instance' and 'hedged bridge' Gates-Jevons observation notes is a confirmed bridge — a citation-genealogy dependency, not a shared-diagnostic-referent
  observation seedling Tier 1 2026-08-22 · embedding-false-friend, cosine-similarity, jingle-fallacy, retrieval, epistemics
• Werbos's DOCSUB/thesis document-identity claim is a third leg of the single June 1993 oral-history cluster — and the only leg with independent corroboration
  observation seedling Tier 1 2026-08-22 · werbos, docsub, darpa, backpropagation, oral-history
• Bipartite hop: does the cosine-0.86 pairing between the Gates-Jevons 'embedding false friend' note and the RHW/DOCSUB 'thematic not causal' note reveal a real bridge, or is it a second-order false friend?
  capture promoted 2026-08-20 · embedding-false-friend, cosine-similarity, jingle-fallacy, retrieval, epistemics
• The cosine-0.86 pairing between the vault's RHW/DOCSUB and Gates-Jevons 'embedding false friend' observation notes is a hedged case — real at the level of authorial method, false at the level of grounding
  observation seedling Tier 1 2026-08-20 · embedding-false-friend, cosine-similarity, jingle-fallacy, retrieval, epistemics
• What genuinely connects Werbos's two missing-document claims and the DOCSUB/RHW-thesis document-identity claim? The same 1993 sitting, with one leg independently corroborated
  capture promoted Tier 1 2026-08-19 · werbos, docsub, darpa, backpropagation, oral-history
• What genuinely connects the RHW 1986 four-reference list and Werbos's DOCSUB block? Chronology and document identity say: nothing causal
  capture promoted Tier 1 2026-08-17 · werbos, rumelhart, backpropagation, citation-history, docsub
• Werbos's DOCSUB episode entered the public record 7–12 years after RHW's 1986 Nature paper, foreclosing a causal reading
  claim seedling Tier 1 2026-08-17 · werbos, rumelhart, backpropagation, citation-history, docsub
• Werbos's own explanation for his early non-recognition is publishing strategy, not DARPA suppression — and Kanal's independent testimony agrees
  claim seedling Tier 1 2026-08-17 · werbos, kanal, obscurity, citation-history, backpropagation
• The DARPA report blocked from DOCSUB and the 1974 Harvard thesis RHW failed to cite are two different Werbos documents
  claim seedling Tier 1 2026-08-17 · werbos, docsub, darpa, backpropagation, citation-history
• The 0.87 cosine pairing between the RHW 1986 reference list and Werbos's DOCSUB block is thematic resemblance, not a causal bridge
  observation seedling Tier 1 2026-08-17 · embeddings, cosine-similarity, retrieval, epistemics, werbos
• Werbos's two "missing document" claims — the lost 1968 Cybernetica paper and the blocked 1978 DARPA report — trace to a single June 1993 oral-history sitting, not two independent corroborations
  observation seedling Tier 1 2026-08-07 · werbos, backpropagation, oral-history, single-witness, sourcing
• Werbos's DARPA-blocked backprop report fits a documented pattern — the Mansfield Amendment pushed DARPA toward 'crisis warning,' not 'pure theory,' in exactly the years his report was kept out of DOCSUB
  capture promoted Tier 1 2026-08-01 · werbos, darpa, docsub, mansfield-amendment, science-policy
• Werbos's two 'missing backpropagation document' claims — the lost 1968 paper and the blocked 1978 DARPA report — trace to the same single 1993 interview
  capture promoted Tier 1 2026-08-01 · werbos, backpropagation, oral-history, single-witness, sourcing
• DARPA's mid-1970s demand that Werbos deliver 'crisis warning,' not 'pure theory,' matches Larry Roberts's independently documented account of DARPA-wide pressure after the Mansfield Amendment
  claim seedling Tier 1 2026-08-01 · werbos, darpa, docsub, mansfield-amendment, science-policy
• Karl Deutsch — Werbos's Harvard PhD advisor — wrote The Nerves of Government (1963), which in Werbos's account argues the political system is a neural-network system
  claim seedling Tier 2 2026-08-01 · karl-deutsch, werbos, cybernetics, political-science, nerves-of-government
• Deutsch rescued Werbos's rejected PhD by handing him his own political-forecasting problem — and solving it under a compute budget is Werbos's own reason backpropagation got generalized to recurrent form
  claim seedling Tier 2 2026-08-01 · karl-deutsch, werbos, backpropagation, recurrent, beyond-regression
• Werbos didn't just test backpropagation on a DOE gas market model — he was the federal analyst who wrote its official documentation, for the study that evaluated U.S. natural gas deregulation
  capture promoted Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation
• Werbos's 1988 backpropagation-generalization paper lists his affiliation as the U.S. Department of Energy, and its real-world test case was a DOE-developed natural gas market model
  claim budding Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, history-of-ml
• Werbos authored the U.S. EIA's official 1981 technical documentation for the Natural Gas Market Model his own 1988 paper later diagnosed
  claim budding Tier 2 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation
• Dup-risk stub: the LeCun-1989/Werbos-1968 note pair (cosine 0.87) is cluster density, not a bridge
  capture promoted 2026-07-30 · backpropagation, werbos, lecun, dup-risk, seed-resolution
• Karl Deutsch, Werbos's Harvard advisor, wrote political science's founding cybernetics text — and personally redirected the rejected Freud-into-math project into the thesis that generalized backpropagation
  capture promoted Tier 2 2026-07-30 · werbos, karl-deutsch, cybernetics, political-science, backpropagation
• Werbos's own 1988 paper states RHW's 1986 backpropagation is a mathematical special case of his general 1974 'dynamic feedback' framework
  capture promoted Tier 1 2026-07-29 · werbos, backpropagation, rhw-1986, priority-vs-paternity, history-of-ml
• Werbos's own 1988 paper states RHW's 1986 backpropagation is a special case of his 1974 "dynamic feedback" framework
  claim budding Tier 1 2026-07-29 · werbos, backpropagation, rhw-1986, priority-vs-paternity, history-of-ml
• Does the Brode, Werbos & Dunn TSP manual's actual imprint read 1975 or 1977?
  question open 2026-07-29 · werbos, tsp-manual, bibliography, verification, history-of-ml
• 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
• The AI lineage resource-rational analysis actually draws on is Horvitz and Russell's bounded optimality, not Werbos's approximate dynamic programming
  claim seedling Tier 1 2026-07-27 · resource-rationality, bounded-optimality, horvitz, stuart-russell, werbos
• Resource-rational analysis confirms the Anderson leg but not the Werbos leg of the optimization-as-theory-of-mind bridge
  observation seedling Tier 1 2026-07-27 · resource-rationality, rational-analysis, werbos, bounded-optimality, optimization
• Is resource-rational analysis (Lieder & Griffiths) the tightest convergence point of Werbos's approximate dynamic programming and Anderson's rational analysis?
  capture promoted Tier 1 2026-07-20 · resource-rationality, rational-analysis, anderson, lieder-griffiths, bounded-optimality
• Werbos's optimal-control ADP and Oaksford–Chater's rational analysis make the same 'optimization as a theory of mind' bet from two independent disciplines
  observation seedling Tier 4 2026-07-12 · optimization, theory-of-mind, rational-analysis, werbos, oaksford-chater
• Is resource-rational analysis (Lieder & Griffiths) the tightest convergence point of Werbos's approximate dynamic programming and Anderson's rational analysis?
  question answered 2026-07-12 · resource-rationality, rational-analysis, approximate-dynamic-programming, werbos, bounded-optimization
• Dup-risk: the Linnainmaa-thesis / Werbos-IEEE-awards bridge is real but already saturated in the vault
  note promoted 2026-07-11 · dup-risk, backpropagation, linnainmaa, werbos, myth-ledger
• The Werbos–Oaksford/Chater bridge is real but relocated — optimization-as-theory-of-mind, and the objective function fixes the verdict
  capture promoted Tier 4 2026-07-11 · optimization, theory-of-mind, rational-analysis, werbos, oaksford-chater
• Widrow's PhD student built the Intel 4004; the 4004's circuit designer later said silicon can never be conscious
  capture promoted Tier mixed, see per-claim tiers below 2026-07-09 · hop, oral-history, neural-networks, backpropagation-history, microprocessor
• Werbos traces backpropagation's earliest germ to a real 1968 Cybernetica paper — but its Freud-to-dynamic-programming content survives only as his own later paraphrase, not the paper's own words
  claim seedling Tier 1 2026-07-08 · werbos, backpropagation, freud, cybernetica, priority
• Werbos's "Optimization: A Foundation for Understanding Consciousness" (1997, not 1996) argues optimization is a useful tool for understanding mind — and is explicitly not his fullest statement on consciousness
  claim seedling Tier 1 2026-07-08 · werbos, consciousness, mind, optimization, neural-networks
• 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
• Capture: Does section 5.5.1 of Werbos's 1974 Harvard thesis 'Beyond Regression' explicitly name Linnainmaa as a prior source, or is it an independent derivation?
  capture promoted Tier 1 2026-07-07 · werbos, linnainmaa, backpropagation, automatic-differentiation, harvard
• Werbos's 1974 thesis never mentions Linnainmaa — and Schmidhuber's "Section 5.5.1" locator doesn't structurally exist in the 1974 text
  claim budding Tier 1 2026-07-07 · werbos, linnainmaa, backpropagation, independent-discovery, history-of-ml
• 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
• Werbos, on the record — DARPA kept his backpropagation report out of DOCSUB, and the 1978 journal version shipped without the how-to appendix
  claim budding Tier 1 2026-07-07 · werbos, darpa, docsub, backpropagation, history-of-ml
• Werbos's 2011 IJCNN paper states the Freud mapping explicitly — cathexis is the derivative, and the "A causes B" quote is Werbos quoting Freud
  claim budding Tier 1 2026-07-07 · werbos, freud, cathexis, backpropagation, derivatives
• In his own account, Werbos built backpropagation to translate Freud's "psychic energy" into derivative equations — not to train a supervised learner
  claim budding Tier 2 2026-07-07 · werbos, freud, backpropagation, psychic-energy, history-of-ml
• IEEE gave Werbos the Neural Networks Pioneer Award in 1995 (jointly) and the Frank Rosenblatt Award in 2022 — the 2022 citation credits him with "development of backpropagation"
  claim budding Tier 1 2026-07-07 · werbos, ieee, awards, backpropagation, history-of-ml
• Werbos says generalized backpropagation was first published as a command in an MIT software manual — the manual is bibliographically real, but no copy can be located
  claim seedling Tier 2 2026-07-07 · werbos, backpropagation, tsp, mit, history-of-ml
• Capture: Did IEEE award Paul Werbos the Neural Network Pioneer Award in 1995 and the Frank Rosenblatt Award in 2022?
  capture promoted Tier 1 2026-07-06 · werbos, ieee, awards, backpropagation, history-of-ml
• Capture: Does Werbos's 1968 Cybernetica paper exist, and what does it actually say about the Freud-to-mathematics idea?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, freud, cybernetica
• Capture: What is the exact primary source of Werbos's Freudian "A causes B" backpropagation mechanism — is it in *The Roots of Backpropagation* (1994) or elsewhere?
  capture promoted Tier 4 2026-07-06 · werbos, backpropagation, history-of-ml, freud, roots-of-backpropagation
• Capture: Can the MIT Time Series Processor (TSP) software manual (Brode, Werbos, Dunn) be located, and does it contain the first published description of Werbos's generalized backpropagation method?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, tsp, mit
• Capture: What does Werbos argue in his 1996 chapter "Optimization: A Foundation for Understanding Consciousness" and does it constitute his fullest primary statement on mind/consciousness?
  capture promoted Tier 1 2026-07-06 · werbos, consciousness, mind, optimization, neural-networks
• Capture: Did Werbos's 1978 IEEE Transactions on Systems, Man, and Cybernetics paper omit technical appendices because DARPA blocked entry of the fuller report into the DOD public document system?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, darpa, dod
• Myth ledger: 'Paul Werbos invented backpropagation'
  note budding 2026-07-06 · myth, werbos, backpropagation, priority, history-of-ml
• 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
• Capture: Who was Paul Werbos, and what did his 1974 Harvard PhD thesis actually claim about backpropagation?
  capture promoted Tier 2 2026-06-29 · werbos, backpropagation, history-of-ml, freud, harvard
• Linnainmaa has priority over reverse-mode automatic differentiation but not paternity — his work had no traceable causal influence on backpropagation's adoption in AI
  claim budding Tier 4 2026-06-26 · linnainmaa, backpropagation, history-of-computation, automatic-differentiation, reverse-mode-ad