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Helmholtz Fiber

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

Helmholtz Fiber has 19 facts recorded in Dontopedia across 9 references, with 1 live disagreement.

19 facts·18 predicates·9 sources·1 in dispute

Mostly:uses(2), has(1), uses multi head averaging(1)

Maturity scale raw canonical shape-checked rule-derived certified

Usesin disputeuses

Hashas

Uses Multi Head AveragingusesMultiHeadAveraging

  • null[9]all time · Part 451

Currently Uses DecaycurrentlyUsesDecay

  • [0.5, 0.8, 0.95, 0.99][2]all time · Part 433

Has Empirical Decay InithasEmpiricalDecayInit

  • null[2]all time · Part 433

Uses EmpiricallyusesEmpirically

Isis

Has ComplexityhasComplexity

  • O(T)[5]all time · Part 379

Implementsimplements

Operates onoperatesOn

Does Similar todoesSimilarTo

Operates at LeveloperatesAtLevel

Inbound mentions (9)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

consistsOfConsists of(2)

usesExistingPrimitiveUses Existing Primitive(2)

alreadyHasComputationalEquivalentInAlready Has Computational Equivalent in(1)

containsFunctionContains Function(1)

derivedFromDerived From(1)

sourceSource(1)

usesUses(1)

Other facts (6)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

6 facts
PredicateValueRef
Implements Cumsumtrue[7]
Has Decay ParameterCurrent Decay Values[6]
Part ofOur Recurrences[6]
Rdf:typeComponent[6]
Applies toFfn Level[1]
Functionally Similar toComplex Poles With Dispersion[1]

Timeline

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

appliesToblah/random/40
ex:ffn-level
currentlyUsesDecayblah/watt-activation/part-433
[0.5, 0.8, 0.95, 0.99]
doesSimilarToblah/random/part-40
ex:lohe-complex-split-attention
functionallySimilarToblah/random/40
ex:complex-poles-with-dispersion
hasblah/watt-activation/part-453
ex:complex-pole-demodulation
hasComplexityblah/watt-activation/part-379
O(T)
hasDecayParameterblah/watt-activation/431
ex:current-decay-values
hasEmpiricalDecayInitblah/watt-activation/part-433
null
implementsblah/watt-activation/part-379
ex:multi-head-complex-pole-γ-cumsum
implementsCumsumblah/watt-activation/part-380
true
isblah/watt-activation/part-424
ex:complex-pole-cumsum
operatesAtLevelblah/random/part-40
ex:ffn
operatesOnblah/watt-activation/part-379
ex:b-t-g-h-spectra
partOfblah/watt-activation/431
ex:our-recurrences
typeblah/watt-activation/431
ex:Component
usesblah/watt-activation/part-379
ex:bandpass-resonators
usesblah/watt-activation/part-453
ex:phi-h-demodulation
usesEmpiricallyblah/watt-activation/part-433
ex:decay-values
usesMultiHeadAveragingblah/watt-activation/part-451
null

References (9)

9 references
  1. [1]random-402 facts
    customctx:discord/blah/random/40
    • full textrandom-40
      text/plain3 KBdoc:agent/random-40/730d8c77-858f-41f8-a687-36cfdb4d5cc9
      Show excerpt
      [2026-03-19 00:22] xenonfun: ``` The open question: Your existing lohe_complex_split attention already has complex poles with dispersion. The Helmholtz fiber is doing something very similar but at the FFN level rather than the attention
  2. [2]Part 4333 facts
    customctx:discord/blah/watt-activation/part-433
  3. [3]Part 402 facts
    customctx:discord/blah/random/part-40
  4. [4]Part 4532 facts
    customctx:discord/blah/watt-activation/part-453
  5. [5]Part 3794 facts
    customctx:discord/blah/watt-activation/part-379
  6. customctx:discord/blah/watt-activation/431
    • full textwatt-activation-431
      text/plain2 KBdoc:agent/watt-activation-431/fe3431ab-9a99-4974-a30a-a6d733127e7e
      Show excerpt
      [2026-03-20 05:54] xenonfun: ``` The geodesic map preserves the exact intended angular displacement: theta = dt * ||tangent|| radians, period. No distortion. The key difference from our version Their version still uses κ — theta = kap
  7. [7]Part 3801 fact
    customctx:discord/blah/watt-activation/part-380
  8. [8]Part 4241 fact
    customctx:discord/blah/watt-activation/part-424
  9. [9]Part 4511 fact
    customctx:discord/blah/watt-activation/part-451

See also

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