Dontopedia

Helmholtz Cumsum

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Helmholtz Cumsum has 11 facts recorded in Dontopedia across 2 references.

11 facts·11 predicates·2 sources

Mostly:implies finite receptive field(1), causes information decay(1), defined as(1)

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Inbound mentions (1)

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isDifferentParadigmFromIs Different Paradigm From(1)

Other facts (11)

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11 facts
PredicateValueRef
Implies Finite Receptive FieldDue to Decay[1]
Causes Information DecayExponential Decay[1]
Defined Ass_t = γ·s_{t-1} + x_t[1]
Has Parameter|γ|<1[1]
Rdf:typeMechanism[2]
Calculation Formulas_t = γ·s_{t-1} + x_t[2]
Has Decay FactorGamma Factor[2]
Causes Exponential Decaytrue[2]
Signal Loss Timeframe1/log(1/|γ|) steps[2]
Effective Receptive Field at Decay0.9~10 tokens[2]
Effective Receptive Field at Decay0.99~100 tokens[2]

Timeline

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impliesFiniteReceptiveFieldblah/watt-activation/part-397
ex:due-to-decay
causesInformationDecayblah/watt-activation/part-397
ex:exponential-decay
definedAsblah/watt-activation/part-397
s_t = γ·s_{t-1} + x_t
hasParameterblah/watt-activation/part-397
|γ|<1
typeblah/watt-activation/395
ex:Mechanism
calculationFormulablah/watt-activation/395
s_t = γ·s_{t-1} + x_t
hasDecayFactorblah/watt-activation/395
ex:gamma-factor
causesExponentialDecayblah/watt-activation/395
true
signalLossTimeframeblah/watt-activation/395
1/log(1/|γ|) steps
effectiveReceptiveFieldAtDecay0.9blah/watt-activation/395
~10 tokens
effectiveReceptiveFieldAtDecay0.99blah/watt-activation/395
~100 tokens

References (2)

2 references
  1. [1]Part 3974 facts
    ctx:discord/blah/watt-activation/part-397
  2. [2]3957 facts
    ctx:discord/blah/watt-activation/395
    • full textwatt-activation-395
      text/plain3 KBdoc:agent/watt-activation-395/c3a4677b-f6e6-421f-a43d-9b98aae6ffdd
      Show excerpt
      [2026-03-19 04:10] xenonfun: On your question about "receptive field is short": Actually I misspoke. The rotor's receptive field is infinite — that's the whole point. The rotation R_t = δR_t ⊗ R_{t-1} ⊗ ... ⊗ R_0 carries information from

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