coupling

as donto believed on

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

coupling has 52 facts recorded in Dontopedia across 24 references, with 5 live disagreements.

52 facts·39 predicates·24 sources·5 in dispute

Mostly:rdf:type(6), updated by(2), is(2)

Inbound mentions (26)

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.

`includes`Includes(4)

Key Parametersex:key-parameters
Oscillator Dynamicsex:oscillator-dynamics
Oscillator Dynamicsex:oscillator-dynamics
Oscillator Paramsex:oscillator-params

`represents`Represents(2)

Graph Edgeex:graph-edge
Graph Edgeex:graph-edge

`actionKills`Action Kills(1)

Adam Wex:AdamW

`alwaysIncreases`Always Increases(1)

Our R Times 1 Minus Rex:our-r-times-1-minus-r

`assumedToBeLearned`Assumed to Be Learned(1)

Energy Driveex:energy-drive

`comparesTo`Compares to(1)

Kuramoto System Analogyex:kuramoto-system-analogy

`dynamicallyAdjusts`Dynamically Adjusts(1)

Feedback Metricsex:feedback-metrics

`enabledGradientFlowIn`Enabled Gradient Flow in(1)

Fix Implementationex:fix-implementation

`hasParameter`Has Parameter(1)

Kuramoto Type Oscillatorex:kuramoto-type-oscillator

`hasRicherCoupling`Has Richer Coupling(1)

Lohe Modelsex:lohe-models

`includesSlidersFor`Includes Sliders for(1)

Dashboard Ui Controlsex:dashboard-ui-controls

`isReporting`Is Reporting(1)

Phase Diagnosticsex:phase-diagnostics

`lacksCoupling`Lacks Coupling(1)

Proposed Approachex:proposed-approach

`letsTangentMagnitudeDrive`Lets Tangent Magnitude Drive(1)

Dyn H4 Fix 1ex:dyn-h4-fix-1

`managesCoupling`Manages Coupling(1)

Kuramoto Populationex:kuramoto-population

`notVisibleYetIn`Not Visible Yet in(1)

Left Block Structureex:left-block-structure

`reduces`Reduces(1)

Optimizerex:optimizer

`resultsInDeltaKappa0.0015`Results in Delta Kappa0.0015(1)

500 Stepsex:500-steps

`successfullyPreventsLearning`Successfully Prevents Learning(1)

Anti Pattern Fixex:antiPatternFix

`target`Target(1)

Dynamic Adjustmentex:dynamic-adjustment

`treatsTangentMagnitudeAs`Treats Tangent Magnitude As(1)

Combined Versionex:combined-version

`updatesParameter`Updates Parameter(1)

Oscillator Param Updateex:oscillator-param-update

Other facts (48)

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.

48 facts

Predicate	Value	Ref
Rdf:type	Parameter	[13]
Rdf:type	Mechanism	[15]
Rdf:type	Parameter	[16]
Rdf:type	Model Parameter	[20]
Rdf:type	Structural Constant	[23]
Rdf:type	Parameter	[24]
Updated by	Kuramoto Energy Gradient	[2]
Updated by	Kuramoto Energy Gradient	[18]
Is	Fixed Hyperparameter	[3]
Is	Per Group K	[13]
Controls	Pull Strength	[5]
Controls	Sync Toward	[5]
Zero at	180°	[9]
Zero at	0°	[9]
Changes By3e 6 Per Step	Lohe Optimizer	[1]
Driven by Synchronization Physics	true	[2]
Should Be Driven by	Kuramoto Energy	[2]
Not Fighting Synchronization	true	[2]
Not	Learned Parameter	[3]
Intentionally Not Updated	Kuramoto Physics Parameters	[4]
Is Engine of	Synchronization	[5]
Critical Role	engine of synchronization	[5]
Negative Evaluation	frozen	[5]
Is Frozen	true	[5]
Teleological Purpose	Increase to Critical	[5]
Set Via Cap	K C	[6]
Has K	0.5	[7]
Has Majority	Inhibitory	[8]
Evaluated As	Strong	[8]
Has High Absolute Kappa Mean	1.3-1.7	[8]
Is Essential to	Theory	[8]
Is Net Inhibitory	Κ Mean Negative	[8]
Follows Physics	null	[9]
Maximum at	90° misalignment	[9]
Removed From	Parameter Tree	[10]
Functions As Multiplier in Force	Force Equation	[10]
Is Structural Constant	null	[11]
Has Per Layer Groups	16	[12]
Has Params	0.000M	[12]
Has Gradient Flow	None	[14]
Has Status	Excised From Computation Path	[14]
Metaphorical Role	engine of synchronization	[15]
State	frozen	[15]
Had Gradient Flow	false	[16]
Changes by	0.000003	[17]
Update Status	intentionally NOT updated	[19]
Self Organizes Through	_spectral_lohe_sync	[19]
Has Property	Sparsity	[21]

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.

52 undated

—

changesBy3e-6PerStepblah/watt-activation/part-192

ex:lohe-optimizer

—

updatedByblah/watt-activation/part-193

ex:kuramoto-energy-gradient

—

drivenBySynchronizationPhysicsblah/watt-activation/part-193

true

—

shouldBeDrivenByblah/watt-activation/part-193

ex:kuramoto-energy

—

notFightingSynchronizationblah/watt-activation/part-193

true

—

isblah/watt-activation/part-194

ex:fixed-hyperparameter

—

notblah/watt-activation/part-194

ex:learned-parameter

—

intentionallyNotUpdatedblah/watt-activation/part-196

ex:kuramoto-physics-parameters

—

isEngineOfblah/watt-activation/part-189

ex:synchronization

—

controlsblah/watt-activation/part-189

ex:pull-strength

—

criticalRoleblah/watt-activation/part-189

engine of synchronization

—

negativeEvaluationblah/watt-activation/part-189

frozen

—

isFrozenblah/watt-activation/part-189

true

—

controlsblah/watt-activation/part-189

ex:sync-toward

—

teleologicalPurposeblah/watt-activation/part-189

ex:increase-to-critical

—

setViaCapblah/watt-activation/part-206

ex:k-c

—

hasKblah/watt-activation/part-305

0.5

—

hasMajorityblah/watt-activation/part-387

ex:inhibitory

—

evaluatedAsblah/watt-activation/part-387

ex:strong

—

hasHighAbsoluteKappaMeanblah/watt-activation/part-387

1.3-1.7

—

isEssentialToblah/watt-activation/part-387

ex:theory

—

isNetInhibitoryblah/watt-activation/part-387

ex:κ-mean-negative

—

followsPhysicsblah/watt-activation/part-410

null

—

zeroAtblah/watt-activation/part-410

180°

—

maximumAtblah/watt-activation/part-410

90° misalignment

—

zeroAtblah/watt-activation/part-410

0°

—

removedFromblah/watt-activation/part-424

ex:parameter-tree

—

functionsAsMultiplierInForceblah/watt-activation/part-424

ex:force-equation

—

isStructuralConstantblah/watt-activation/part-437

null

—

hasPerLayerGroupsblah/watt-activation/part-699

—

hasParamsblah/watt-activation/part-699

0.000M

—

typeblah/watt-activation/180

ex:Parameter

—

isblah/watt-activation/180

ex:per-group-k

—

labelblah/watt-activation/188

coupling

—

hasGradientFlowblah/watt-activation/188

ex:none

—

hasStatusblah/watt-activation/188

ex:excised-from-computation-path

—

typeblah/watt-activation/189

ex:Mechanism

—

metaphoricalRoleblah/watt-activation/189

engine of synchronization

—

stateblah/watt-activation/189

frozen

—

typeblah/watt-activation/190

ex:Parameter

—

labelblah/watt-activation/190

coupling

—

hadGradientFlowblah/watt-activation/190

false

—

changesByblah/watt-activation/192

0.000003

—

updatedByblah/watt-activation/193

ex:kuramoto-energy-gradient

—

updateStatusblah/watt-activation/196

intentionally NOT updated

—

selfOrganizesThroughblah/watt-activation/196

_spectral_lohe_sync

—

typeblah/watt-activation/198

ex:ModelParameter

—

hasPropertyblah/watt-activation/207

ex:sparsity

—

labelblah/watt-activation/212

coupling

—

labelblah/watt-activation/435

coupling

—

typeblah/watt-activation/435

ex:structural-constant

—

typeblah/watt-activation/443

ex:Parameter

References (24)

24 references

[1]Part 1921 fact
ctx:discord/blah/watt-activation/part-192
[2]Part 1934 facts
ctx:discord/blah/watt-activation/part-193
[3]Part 1942 facts
ctx:discord/blah/watt-activation/part-194
[4]Part 1961 fact
ctx:discord/blah/watt-activation/part-196
[5]Part 1897 facts
ctx:discord/blah/watt-activation/part-189
[6]Part 2061 fact
ctx:discord/blah/watt-activation/part-206
[7]Part 3051 fact
ctx:discord/blah/watt-activation/part-305
[8]Part 3875 facts
ctx:discord/blah/watt-activation/part-387
[9]Part 4104 facts
ctx:discord/blah/watt-activation/part-410
[10]Part 4242 facts
ctx:discord/blah/watt-activation/part-424
[11]Part 4371 fact
ctx:discord/blah/watt-activation/part-437
[12]Part 6992 facts
ctx:discord/blah/watt-activation/part-699
[13]1802 facts
ctx:discord/blah/watt-activation/180
- full textwatt-activation-180
  text/plain2 KBdoc:agent/watt-activation-180/85d3802b-f63a-40de-acbc-889407c3b80c
  Show excerpt
  [2026-03-10 01:46] lisamegawatts: yes compute it and use that to modulate, i think we probably need to get rid of softmax or ask for a more principled alternative and a config flag. then on the xero harmonics, ask it about using the tempera…
[14]1883 facts
ctx:discord/blah/watt-activation/188
- full textwatt-activation-188
  text/plain3 KBdoc:agent/watt-activation-188/0b24c5f9-ca6d-47b7-9d97-98b6fac36e0c
  Show excerpt
  [2026-03-10 03:16] xenonfun: well I imagine data from working RotAdamW will be informative for it as to how to correct behavior / step issues in LoheOptimizer [2026-03-10 03:17] xenonfun: also that will be recorded [2026-03-10 03:38] xenonf…
[15]1893 facts
ctx:discord/blah/watt-activation/189
- full textwatt-activation-189
  text/plain2 KBdoc:agent/watt-activation-189/ee6e7700-8f8f-458c-bd97-cd00204ffe29
  Show excerpt
  [2026-03-10 03:42] xenonfun: ``` What the fix looks like: Coupling κ_g is a scalar per group. Its gradient through the sync step is tractable: at first order, Δcoupling_g ∝ -(∂loss/∂spectra_synced) · (mean_spec_g - spectra_g) — the reado…
[16]1903 facts
ctx:discord/blah/watt-activation/190
- full textwatt-activation-190
  text/plain3 KBdoc:agent/watt-activation-190/afd2a2d6-55fc-43d9-9655-83cd2755213f
  Show excerpt
  [2026-03-10 03:51] xenonfun: ⏺ The fix is working. Here's the comparison: ``` ┌────────────────┬────────────────┬────────────────────────────┐ │ Metric │ Before fix │ After fix │ ├────────────────┼────────…
[17]1921 fact
ctx:discord/blah/watt-activation/192
- full textwatt-activation-192
  text/plain3 KBdoc:agent/watt-activation-192/c3ca4e62-2524-47f4-9e3e-6cb28f08f78c
  Show excerpt
  [2026-03-10 04:10] xenonfun: ⏺ Working correctly now. Full comparison: ```┌──────────────────────┬────────────────────┬─────────────────────────┐ │ │ RotAdamW fine-tune │ LoheOptimizer fine-tune │ ├─────────────────…
[18]1931 fact
ctx:discord/blah/watt-activation/193
- full textwatt-activation-193
  text/plain3 KBdoc:agent/watt-activation-193/b982ee37-c42f-49ed-bcc9-0f5b6259a2c9
  Show excerpt
  [2026-03-10 04:26] lisamegawatts: if its now unfrozen, try the energy loss one [2026-03-10 04:26] xenonfun: ``` Root cause: The loss-gradient-derived coupling update is structurally anti-synchronizing. Coupling should be driven by Kuramoto …
[19]1962 facts
ctx:discord/blah/watt-activation/196
- full textwatt-activation-196
  text/plain3 KBdoc:agent/watt-activation-196/365c341f-1760-47af-88b6-891859135088
  Show excerpt
  [2026-03-10 05:43] xenonfun: ⏺ Fine-tune works correctly: val ppl 349.9 — matching the documented 349.6 result. The r_kan=0.5 fix is confirmed stable for fine-tuning. [2026-03-10 05:45] xenonfun: Current state: - Committed: 14cd0c6 — KAN …
[20]1981 fact
ctx:discord/blah/watt-activation/198
- full textwatt-activation-198
  text/plain2 KBdoc:agent/watt-activation-198/ea2dbbd7-7d1c-4ba2-9281-56322a048288
  Show excerpt
  [2026-03-10 06:11] xenonfun: ``` ⏺ --- Summary #1 — features tensor restored One line in lohe_ffn.py. The optimizer already had the branch ready (if 'features' in metrics:). What activates now: - W_out[:, 32..92] (weighted harmon…
[21]2071 fact
ctx:discord/blah/watt-activation/207
- full textwatt-activation-207
  text/plain3 KBdoc:agent/watt-activation-207/9a40ca53-50d4-413d-9122-939988dbf13e
  Show excerpt
  [2026-03-11 03:15] omega [bot]: Algorithmic approach to hybrid Lohe-Kuramoto model with sparse graph low-rank harmonics: 1. **Model Setup** - Represent each oscillator/unit as a node on a sparse graph. - Each node’s state encodes hig…
[22]2121 fact
ctx:discord/blah/watt-activation/212
- full textwatt-activation-212
  text/plain3 KBdoc:agent/watt-activation-212/6835fc9f-e8f3-4cfe-b6ab-3f16b5dbc7d2
  Show excerpt
  [2026-03-11 04:12] xenonfun: ``` ⏺ The sidecar data is very revealing! Let me respond to the designer message while the run finishes. --- On Omega's optimizer question: RotationalAdamW is exactly the geometry-aware rotation optimizer d…
[23]4352 facts
ctx:discord/blah/watt-activation/435
- full textwatt-activation-435
  text/plain2 KBdoc:agent/watt-activation-435/6e80af4f-2aed-449f-9f6a-4750597bfb8e
  Show excerpt
  [2026-03-20 06:59] xenonfun: ``` ⏺ You're right. The PR #7 results (p=0.005, d=2.57, 5/5 seeds) were validated with a specific fusion operator — _block_diagonal_transfer() on vanilla nn.Linear layers. The fusion level (how weights map be…
[24]4431 fact
ctx:discord/blah/watt-activation/443
- full textwatt-activation-443
  text/plain2 KBdoc:agent/watt-activation-443/9aa84fec-41d2-40a0-a688-c1b81ba3cfd2
  Show excerpt
  [2026-03-20 16:23] omega [bot]: - Phase locking and de-synchronization patterns can represent symbolic states. 5. **Prior Work & Analogies** - Hopfield networks and other attractor neural networks have been shown to simulate finite st…

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coupling

Inbound mentions (26)

includesIncludes(4)

representsRepresents(2)

actionKillsAction Kills(1)

alwaysIncreasesAlways Increases(1)

assumedToBeLearnedAssumed to Be Learned(1)

comparesToCompares to(1)

dynamicallyAdjustsDynamically Adjusts(1)

enabledGradientFlowInEnabled Gradient Flow in(1)

hasParameterHas Parameter(1)

hasRicherCouplingHas Richer Coupling(1)

includesSlidersForIncludes Sliders for(1)

isReportingIs Reporting(1)

lacksCouplingLacks Coupling(1)

letsTangentMagnitudeDriveLets Tangent Magnitude Drive(1)

managesCouplingManages Coupling(1)

notVisibleYetInNot Visible Yet in(1)

reducesReduces(1)

resultsInDeltaKappa0.0015Results in Delta Kappa0.0015(1)

successfullyPreventsLearningSuccessfully Prevents Learning(1)

targetTarget(1)

treatsTangentMagnitudeAsTreats Tangent Magnitude As(1)

updatesParameterUpdates Parameter(1)

Other facts (48)

Timeline

References (24)

See also

Keep researching

`includes`Includes(4)

`represents`Represents(2)

`actionKills`Action Kills(1)

`alwaysIncreases`Always Increases(1)

`assumedToBeLearned`Assumed to Be Learned(1)

`comparesTo`Compares to(1)

`dynamicallyAdjusts`Dynamically Adjusts(1)

`enabledGradientFlowIn`Enabled Gradient Flow in(1)

`hasParameter`Has Parameter(1)

`hasRicherCoupling`Has Richer Coupling(1)

`includesSlidersFor`Includes Sliders for(1)

`isReporting`Is Reporting(1)

`lacksCoupling`Lacks Coupling(1)

`letsTangentMagnitudeDrive`Lets Tangent Magnitude Drive(1)

`managesCoupling`Manages Coupling(1)

`notVisibleYetIn`Not Visible Yet in(1)

`reduces`Reduces(1)

`resultsInDeltaKappa0.0015`Results in Delta Kappa0.0015(1)

`successfullyPreventsLearning`Successfully Prevents Learning(1)

`target`Target(1)

`treatsTangentMagnitudeAs`Treats Tangent Magnitude As(1)

`updatesParameter`Updates Parameter(1)