Helmholtz

as donto believed on

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

Helmholtz has 43 facts recorded in Dontopedia across 3 references.

43 facts·40 predicates·3 sources

Mostly:rdf:type(2), is ofdm(1), bpb degradation percentage from6 to3 layers(1)

Inbound mentions (13)

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.

`usesArchitecture`Uses Architecture(3)

Config 1ex:config-1
Config 3ex:config-3
Config 4ex:config-4

`compares`Compares(2)

Comparison Runex:comparison-run
Experiment 1ex:experiment-1

`belongsTo`Belongs to(1)

Spectral Diversity Advantageex:spectral-diversity-advantage

`comparedWith`Compared With(1)

V3 Modelex:v3-model

`hasMoreParamsThan`Has More Params Than(1)

Rotor Modelex:rotor-model

`hasSpeedGreaterThan`Has Speed Greater Than(1)

Rotor Modelex:rotor-model

`isOneWayToEncodeSameInformationAs`Is One Way to Encode Same Information As(1)

V3 Modelex:v3-model

`losesSameAmountPerRemovedLayerAs`Loses Same Amount Per Removed Layer As(1)

V3 Modelex:v3-model

`parameterDifferenceRelativeTo`Parameter Difference Relative to(1)

Rotor Modelex:rotor-model

`simplerThan`Simpler Than(1)

V3 Modelex:v3-model

Other facts (41)

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.

41 facts

Predicate	Value	Ref
Rdf:type	Model Architecture	[2]
Rdf:type	Model Architecture	[3]
Is Ofdm	null	[1]
Bpb Degradation Percentage From6 To3 Layers	11.3%	[1]
Wins on No Metric Tested	null	[1]
Does Not Degrade More Gracefully Than	V3 Model	[1]
Has52 Percent Energy in High Frequency Modes	null	[1]
Sp Entropy Range	1.94-1.95	[1]
R Global Range	0.47-0.51	[1]
Has Consistently Higher Sp Entropy Than	V3 Model	[1]
Has Consistently Lower R Global Than	V3 Model	[1]
Bpb Degradation From6 To3 Layers	0.259	[1]
Has Symmetric U Shape Encoding	null	[1]
Is One Way to Encode Same Information As	V3 Model	[1]
Has Worse Bpb at Lower Depths	null	[1]
Higher Throughput At6 Layers	null	[1]
Has Speed	77000	[2]
Unit of Measurement	tokens per second	[2]
Configuration for Qpsk	G=8 H=1	[2]
Has Training Steps	500	[3]
Has Spectral Entropy Mean	1.967	[3]
Has Higher Spectral Entropy Than	V3 Model	[3]
Has Fiber Multi Head Bandpass	true	[3]
Prevents Energy Concentration in Single Mode	true	[3]
Spreads Coherence Uniformly	true	[3]
No Single Layer Dominates Coherence	true	[3]
Has Align Delta Mean	0.318	[3]
Has Fiber Sync Pipeline	true	[3]
Has Cascade Index Mean	0.007	[3]
Has Cascade Index Ratio to V3	2-3× higher	[3]
Has Variance in Per Group Coherence	true	[3]
Has Group Dependent Dynamics	true	[3]
Has Bandpass Filtering	true	[3]
Synchronizes Groups at Different Rates	true	[3]
Desynchronates in Final Layer	true	[3]
Desynchronates More Than V3 in Final Layer	true	[3]
Has Core Spectral Difference	distributes energy broadly	[3]
Has Higher Entropy	true	[3]
Has Flatter Coherence Profile	true	[3]
Has Higher Cascade Index	true	[3]
Compared With	V3 Model	[3]

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.

43 undated

—

isOfdmblah/watt-activation/part-455

null

—

bpbDegradationPercentageFrom6To3Layersblah/watt-activation/part-455

11.3%

—

winsOnNoMetricTestedblah/watt-activation/part-455

null

—

doesNotDegradeMoreGracefullyThanblah/watt-activation/part-455

ex:v3-model

—

has52PercentEnergyInHighFrequencyModesblah/watt-activation/part-455

null

—

spEntropyRangeblah/watt-activation/part-455

1.94-1.95

—

rGlobalRangeblah/watt-activation/part-455

0.47-0.51

—

hasConsistentlyHigherSpEntropyThanblah/watt-activation/part-455

ex:v3-model

—

hasConsistentlyLowerRGlobalThanblah/watt-activation/part-455

ex:v3-model

—

bpbDegradationFrom6To3Layersblah/watt-activation/part-455

0.259

—

hasSymmetricUShapeEncodingblah/watt-activation/part-455

null

—

isOneWayToEncodeSameInformationAsblah/watt-activation/part-455

ex:v3-model

—

hasWorseBpbAtLowerDepthsblah/watt-activation/part-455

null

—

higherThroughputAt6Layersblah/watt-activation/part-455

null

—

typeblah/watt-activation/390

ex:ModelArchitecture

—

labelblah/watt-activation/390

Helmholtz

—

hasSpeedblah/watt-activation/390

77000

—

unitOfMeasurementblah/watt-activation/390

tokens per second

—

configurationForQPSKblah/watt-activation/390

G=8 H=1

—

typeblah/watt-activation/450

ex:ModelArchitecture

—

labelblah/watt-activation/450

Helmholtz

—

hasTrainingStepsblah/watt-activation/450

500

—

hasSpectralEntropyMeanblah/watt-activation/450

1.967

—

hasHigherSpectralEntropyThanblah/watt-activation/450

ex:v3-model

—

hasFiberMultiHeadBandpassblah/watt-activation/450

true

—

preventsEnergyConcentrationInSingleModeblah/watt-activation/450

true

—

spreadsCoherenceUniformlyblah/watt-activation/450

true

—

noSingleLayerDominatesCoherenceblah/watt-activation/450

true

—

hasAlignDeltaMeanblah/watt-activation/450

0.318

—

hasFiberSyncPipelineblah/watt-activation/450

true

—

hasCascadeIndexMeanblah/watt-activation/450

0.007

—

hasCascadeIndexRatioToV3blah/watt-activation/450

2-3× higher

—

hasVarianceInPerGroupCoherenceblah/watt-activation/450

true

—

hasGroupDependentDynamicsblah/watt-activation/450

true

—

hasBandpassFilteringblah/watt-activation/450

true

—

synchronizesGroupsAtDifferentRatesblah/watt-activation/450

true

—

desynchronatesInFinalLayerblah/watt-activation/450

true

—

desynchronatesMoreThanV3InFinalLayerblah/watt-activation/450

true

—

hasCoreSpectralDifferenceblah/watt-activation/450

distributes energy broadly

—

hasHigherEntropyblah/watt-activation/450

true

—

hasFlatterCoherenceProfileblah/watt-activation/450

true

—

hasHigherCascadeIndexblah/watt-activation/450

true

—

comparedWithblah/watt-activation/450

ex:v3-model

References (3)

3 references

[1]Part 45514 facts
ctx:discord/blah/watt-activation/part-455
[2]3905 facts
ctx:discord/blah/watt-activation/390
- full textwatt-activation-390
  text/plain2 KBdoc:agent/watt-activation-390/0969ed20-089d-4c11-9ef9-6650032ec4ea
  Show excerpt
  [2026-03-19 03:16] xenonfun: ⏺ Rotor model: 34,001 params (24 more than Helmholtz — the delta_proj weights). Works perfectly. [2026-03-19 03:26] xenonfun: ⏺ 227K tok/s — 25x speedup from the parallel scan. Was 9K with the sequential loop. N…
[3]45024 facts
ctx:discord/blah/watt-activation/450
- full textwatt-activation-450
  text/plain2 KBdoc:agent/watt-activation-450/652d4cdf-7420-4c67-925e-a554f75d0beb
  Show excerpt
  [2026-03-21 04:37] xenonfun: ## Spectral Characterization: v3 vs Helmholtz (per-layer, 500-step trained) ``` Key findings: 1. Helmholtz has higher spectral entropy in 5 of 6 layers (mean 1.967 vs 1.893). The fiber's multi-head bandpass …

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Helmholtz

Inbound mentions (13)

usesArchitectureUses Architecture(3)

comparesCompares(2)

belongsToBelongs to(1)

comparedWithCompared With(1)

hasMoreParamsThanHas More Params Than(1)

hasSpeedGreaterThanHas Speed Greater Than(1)

isOneWayToEncodeSameInformationAsIs One Way to Encode Same Information As(1)

losesSameAmountPerRemovedLayerAsLoses Same Amount Per Removed Layer As(1)

parameterDifferenceRelativeToParameter Difference Relative to(1)

simplerThanSimpler Than(1)

Other facts (41)

Timeline

References (3)

See also

Keep researching

`usesArchitecture`Uses Architecture(3)

`compares`Compares(2)

`belongsTo`Belongs to(1)

`comparedWith`Compared With(1)

`hasMoreParamsThan`Has More Params Than(1)

`hasSpeedGreaterThan`Has Speed Greater Than(1)

`isOneWayToEncodeSameInformationAs`Is One Way to Encode Same Information As(1)

`losesSameAmountPerRemovedLayerAs`Loses Same Amount Per Removed Layer As(1)

`parameterDifferenceRelativeTo`Parameter Difference Relative to(1)

`simplerThan`Simpler Than(1)