Dontopedia

attention

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-17.)

attention has 37 facts recorded in Dontopedia across 25 references, with 3 live disagreements.

37 facts·30 predicates·25 sources·3 in dispute

Mostly:rdf:type(4), directed to(2), has natural basis for routing when(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (28)

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.

acknowledgesSubjectDemandsAcknowledges Subject Demands(1)

appliesCausalMaskApplies Causal Mask(1)

belongsInBelongs in(1)

belongsInBothBelongs in Both(1)

comparesFactorCompares Factor(1)

conceptConcept(1)

currentlyHasOnlyCurrently Has Only(1)

executesAfterExecutes After(1)

expertTypeExpert Type(1)

hasCapabilityHas Capability(1)

helpsImproveHelps Improve(1)

isIdealIs Ideal(1)

isNotIs Not(1)

lacksLacks(1)

locationInModelLocation in Model(1)

managementDeservesManagement Deserves(1)

modelsSyncModels Sync(1)

movedMoreThanMoved More Than(1)

noiseInjectionDilutedNoise Injection Diluted(1)

operatesAtLevelOperates at Level(1)

replacesReplaces(1)

replacesEntirelyReplaces Entirely(1)

requiresRequires(1)

resultsInBandpassResonatorsInResults in Bandpass Resonators in(1)

reusesFrequencyViaReuses Frequency Via(1)

semanticFieldSemantic Field(1)

semanticMeaningSemantic Meaning(1)

usedForUsed for(1)

Other facts (34)

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.

34 facts
PredicateValueRef
Rdf:typeSemantic Field[18]
Rdf:typeMechanism[20]
Rdf:typeComputational Method[21]
Rdf:typeConcept[24]
Directed toLarge Percentage of Women of Indifferent Character[15]
Directed toPublishers Notice[16]
Has Natural Basis for Routing WhenFrequencies Vs Opaque Feature Vectors[1]
Involves Qkvnull[2]
Uses Temperature ScalingPer Head[3]
Has Sharpening FunctionLearnable Polynomial[4]
Can Be Replaced byKan[4]
Modeled on S1Kuramoto Model[5]
Is Fixedoptionally[6]
Needs to BeKuramoto Oscillator[6]
Runs Its OwnSync[6]
Has Two FormsTwo Forms[6]
Lines Up AsCollective Agreement Method[7]
Was Just Initializing Tensor and Never ReadingHarmonic Coeffs[8]
Has Overheadnull[9]
Is Unnecessary for Short Seqnull[9]
Solves Non Existent Problem for9 Tokens[9]
Operates onPhase Similarities[10]
Uses Phase SimilaritiesProposed Approach[10]
PrecedesNoise Addition[11]
Has Relative Movement8.9%[12]
Varies by Decodernull[13]
Unnoticednull[14]
Called toFacilities for Mine Owners[17]
Can ReuseUseful Oscillator[19]
Has Natural Basis forRouting[19]
Aligned Under Paradigmcomputation as structured collective agreement[21]
Relative Movement8.9[23]
Role inshapingReality[25]
Can InfluenceexperienceOfSynchronicities[25]

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.

37 undated
—
hasNaturalBasisForRoutingWhenblah/papers/part-7
ex:frequencies-vs-opaque-feature-vectors
—
involvesQKVblah/watt-activation/part-20
null
—
usesTemperatureScalingblah/watt-activation/part-68
ex:per-head
—
hasSharpeningFunctionblah/watt-activation/part-63
ex:learnable-polynomial
—
canBeReplacedByblah/watt-activation/part-63
ex:kan
—
modeledOnS1blah/watt-activation/part-117
ex:kuramoto-model
—
isFixedblah/watt-activation/part-197
optionally
—
needsToBeblah/watt-activation/part-197
ex:kuramoto-oscillator
—
runsItsOwnblah/watt-activation/part-197
ex:sync
—
hasTwoFormsblah/watt-activation/part-197
ex:two-forms
—
linesUpAsblah/watt-activation/part-205
ex:collective-agreement-method
—
wasJustInitializingTensorAndNeverReadingblah/watt-activation/part-261
ex:harmonic-coeffs
—
hasOverheadblah/watt-activation/part-303
null
—
isUnnecessaryForShortSeqblah/watt-activation/part-303
null
—
solvesNonExistentProblemForblah/watt-activation/part-303
ex:9-tokens
—
operatesOnblah/watt-activation/part-321
ex:phase-similarities
—
usesPhaseSimilaritiesblah/watt-activation/part-321
ex:proposed-approach
—
precedesblah/watt-activation/part-347
ex:noise-addition
—
hasRelativeMovementblah/watt-activation/part-715
8.9%
—
variesByDecoderblah/watt-activation/part-304
null
—
unnoticedtrove-cooktown/coloured-persons
null
—
directedTotrove-cooktown/prostitution
ex:large-percentage-of-women-of-indifferent-character
—
directedTotrove-cooktown/reynolds
ex:publishers-notice
—
calledTorosie-reynolds-massacre-connection/local-trove-reynolds-rations-mowbray
ex:facilities-for-mine-owners
—
labelblah/agents/5
attention
—
typeblah/agents/5
ex:SemanticField
—
canReuseblah/papers/7
ex:useful-oscillator
—
hasNaturalBasisForblah/papers/7
ex:routing
—
typeblah/watt-activation/10
ex:Mechanism
—
typeblah/watt-activation/204
ex:ComputationalMethod
—
labelblah/watt-activation/204
attention
—
alignedUnderParadigmblah/watt-activation/204
computation as structured collective agreement
—
labelblah/watt-activation/345
attention
—
relativeMovementblah/watt-activation/712
8.9
—
typelme/721f015a-2cb8-4e2a-9d6d-ddc77fd87121
ex:Concept
—
roleInlme/13714195-f586-48cf-bcf8-e7db9cee3d7f
shapingReality
—
canInfluencelme/13714195-f586-48cf-bcf8-e7db9cee3d7f
experienceOfSynchronicities

References (25)

25 references
  1. [1]Part 71 fact
    ctx:discord/blah/papers/part-7
  2. [2]Part 201 fact
    ctx:discord/blah/watt-activation/part-20
  3. [3]Part 681 fact
    ctx:discord/blah/watt-activation/part-68
  4. [4]Part 632 facts
    ctx:discord/blah/watt-activation/part-63
  5. [5]Part 1171 fact
    ctx:discord/blah/watt-activation/part-117
  6. [6]Part 1974 facts
    ctx:discord/blah/watt-activation/part-197
  7. [7]Part 2051 fact
    ctx:discord/blah/watt-activation/part-205
  8. [8]Part 2611 fact
    ctx:discord/blah/watt-activation/part-261
  9. [9]Part 3033 facts
    ctx:discord/blah/watt-activation/part-303
  10. [10]Part 3212 facts
    ctx:discord/blah/watt-activation/part-321
  11. [11]Part 3471 fact
    ctx:discord/blah/watt-activation/part-347
  12. [12]Part 7151 fact
    ctx:discord/blah/watt-activation/part-715
  13. [13]Part 3041 fact
    ctx:discord/blah/watt-activation/part-304
  14. [14]Coloured Persons1 fact
    ctx:genes/trove-cooktown/coloured-persons
  15. [15]Prostitution1 fact
    ctx:genes/trove-cooktown/prostitution
  16. [16]Reynolds1 fact
    ctx:genes/trove-cooktown/reynolds
  17. [17]Local Trove Reynolds Rations Mowbray1 fact
    ctx:genes/rosie-reynolds-massacre-connection/local-trove-reynolds-rations-mowbray
  18. [18]52 facts
    ctx:discord/blah/agents/5
    • full textctx:discord/blah/agents/5
      text/plain2 KBdoc:discord/blah/agents/5
      Show excerpt
      [2026-02-18 10:45] lisamegawatts: teams be teams everywhere you go, i loved this back and forth between ml team and dev team (files: image.png) [2026-02-19 18:06] traves_theberge: (files: HBhXt3aW4AEz7wV.png) [2026-02-19 19:47] traves_theb…
  19. [19]72 facts
    ctx:discord/blah/papers/7
    • full textpapers-7
      text/plain3 KBdoc:agent/papers-7/7b4b3e8d-bf20-4d8f-b4b7-07e54c50352b
      Show excerpt
      [2026-03-27 02:13] rolandnsharp7643: This is a really clean result. Freeze-and-route is elegant in its simplicity and the numbers speak for themselves — doubling Experience Replay on CIFAR-10 without any replay buffer is strong. Reading…
  20. [20]101 fact
    ctx:discord/blah/watt-activation/10
    • full textwatt-activation-10
      text/plain2 KBdoc:agent/watt-activation-10/c0241c19-4805-4f92-8b93-c3cd0b5671cd
      Show excerpt
      [2026-02-27 03:21] lisamegawatts: "ymbiogenesis" and "organelles" are compelling metaphors, but metaphors can constrain design. The OrganelleUnit has exactly 3 organelles because that maps to SymbioSLM's 3 mixers. A more flexible design mig…
  21. [21]2043 facts
    ctx:discord/blah/watt-activation/204
    • full textwatt-activation-204
      text/plain3 KBdoc:agent/watt-activation-204/c8f804b0-ce31-4b4d-9ff6-960a682fa16d
      Show excerpt
      [2026-03-10 07:26] xenonfun: those are all with `opt = RotationalAdamW(model, lr=1e-4, weight_decay=0.01, zero_mean=True)` optimizer. ``` ⏺ Right — the whole point of Form 2 was to give LoheOptimizer a real order parameter instead of the …
  22. [22]3451 fact
    ctx:discord/blah/watt-activation/345
    • full textwatt-activation-345
      text/plain3 KBdoc:agent/watt-activation-345/c59946eb-7ad9-465b-939c-f70436033800
      Show excerpt
      [2026-03-16 01:39] xenonfun: ⏺ Yes — principled noise injection is exactly what communications systems do. Three reasons it could help: 1. Stochastic resonance. In nonlinear systems (which Lohe sync IS), a small amount of noise can actua…
  23. [23]7121 fact
    ctx:discord/blah/watt-activation/712
    • full textwatt-activation-712
      text/plain2 KBdoc:agent/watt-activation-712/0b31a3b9-56d9-417a-a5df-d62365ed50d7
      Show excerpt
      [2026-05-02 03:44] xenonfun: Yes: **LR reduction did not kick in because it was not enabled for this run**. Confirmed in both `best.pt` and `step_0005000.pt`: ```text lr_plateau_state: enabled=False, best_bpb=inf, lr_mult=1.0, num_reductio…
  24. [24]721f015a 2cb8 4e2a 9d6d Ddc77fd871211 fact
    ctx:claims/lme/721f015a-2cb8-4e2a-9d6d-ddc77fd87121
    • full textbeam-chunk
      text/plain16 KBdoc:beam/721f015a-2cb8-4e2a-9d6d-ddc77fd87121
      Show excerpt
      [Session date: 2022/03/20 (Sun) 15:21] User: I'm looking for some book recommendations. I just finished listening to 'The Power' by Naomi Alderman today and it really made me think. I'm interested in exploring more books that challenge my p…
  25. [25]13714195 F586 48cf Bcf8 E7db9cee3d7f2 facts
    ctx:claims/lme/13714195-f586-48cf-bcf8-e7db9cee3d7f
    • full textbeam-chunk
      text/plain22 KBdoc:beam/13714195-f586-48cf-bcf8-e7db9cee3d7f
      Show excerpt
      [Session date: 2023/05/20 (Sat) 05:55] User: I'm trying to find some books on synchronicity and its connection to spirituality. Can you recommend some titles or authors? By the way, I've been reading a lot about Buddhism lately, which is a …

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