oscillator dynamics

as donto believed on

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

oscillator dynamics has 44 facts recorded in Dontopedia across 17 references, with 4 live disagreements.

44 facts·29 predicates·17 sources·4 in dispute

Mostly:includes(6), rdf:type(4), responds to(3)

Inbound mentions (18)

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.

`basedOn`Based on(2)

Dynamic Step Size Settingex:dynamic-step-size-setting
Manifold Unit S³ex:ManifoldUnit-S³

`dependsDynamicallyOn`Depends Dynamically on(2)

Ffn T Step Sizeex:ffn-t-step-size
Rex:r

`shouldControl`Should Control(2)

R Adaptive Lrex:r-adaptive-lr
R Adaptive Lrex:r-adaptive-lr

`comparesTo`Compares to(1)

Kan Attentionex:kan-attention

`decays`Decays(1)

Vectorex:vector

`describesState`Describes State(1)

Message 2ex:message-2

`enablesRicherOscillatorDynamics`Enables Richer Oscillator Dynamics(1)

Modelex:model

`grows`Grows(1)

Bivectorex:bivector

`isDynamicBasedOn`Is Dynamic Based on(1)

Rex:r

`isSimplerThan`Is Simpler Than(1)

Kan Attentionex:kan-attention

`isSuperiorIn`Is Superior in(1)

Dyn H4 Phase Runex:dyn-h4-phase-run

`removingFixedCouplingDramaticallyImproves`Removing Fixed Coupling Dramatically Improves(1)

Dyn H4 Phase Runex:dyn-h4-phase-run

`showsConsistentlyBetter`Shows Consistently Better(1)

Phase Couplingex:phase-coupling

`superiorIn`Superior in(1)

Phase Couplingex:phase-coupling

`uses`Uses(1)

Byte Level Modelsex:byte-level-models

Other facts (40)

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.

40 facts

Predicate	Value	Ref
Includes	Manifold Projection	[7]
Includes	Coupling	[7]
Includes	Sync	[7]
Includes	Sync	[14]
Includes	Coupling	[14]
Includes	Manifold Projection	[14]
Rdf:type	Concept	[10]
Rdf:type	Dynamics	[12]
Rdf:type	Mechanism	[15]
Rdf:type	Computational Method	[16]
Responds to	Channel Noise Bandwidth	[3]
Responds to	Channel Noise	[12]
Responds to	Bandwidth	[12]
Has Aspect	coupling	[13]
Has Aspect	decay	[13]
Add Overhead	null	[1]
Are Overhead	null	[1]
Unnecessary for End Product	Kan Attention	[2]
Responding to	Channel Noise Bandwidth	[3]
Includes Coupling and Decay	null	[4]
Structured by	Phase Dependent Coupling	[5]
Improved Dramatically in	Dyn H4 Phase Run	[6]
Key Performance Aspect	true	[6]
Classified As	Activation Functions	[7]
Not Fuseable As	Weights	[7]
Occur Between	Linear Layers	[7]
Distinguishes Which Fragment Comes Next	True	[8]
Provide Enough Context Dependent State	True	[8]
Are Visible	Simulation	[9]
Are Working Correctly	null	[9]
Location Is	Between Linear Layers	[14]
Functions As	Activation Function	[14]
Not Fusable	true	[14]
Provides	context-dependent state	[15]
Occurs on	Sphere	[16]
Has Scalar Behavior	Scalar Oscillation 7.5 to 7.3	[17]
Has Vector Behavior	Vector Decay	[17]
Has Bivector Behavior	Bivector Growth	[17]
Has Trivector Value	0	[17]
Has Cause	Commutator Limitation	[17]

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.

44 undated

—

addOverheadblah/watt-activation/part-66

null

—

areOverheadblah/watt-activation/part-66

null

—

unnecessaryForEndProductblah/watt-activation/part-63

ex:kan-attention

—

respondsToblah/watt-activation/part-349

ex:channel-noise-bandwidth

—

respondingToblah/watt-activation/part-349

ex:channel-noise-bandwidth

—

includesCouplingAndDecayblah/watt-activation/part-393

null

—

structuredByblah/watt-activation/part-426

ex:phase-dependent-coupling

—

improvedDramaticallyInblah/watt-activation/part-428

ex:dyn-h4-phase-run

—

keyPerformanceAspectblah/watt-activation/part-428

true

—

includesblah/watt-activation/part-437

ex:manifold-projection

—

classifiedAsblah/watt-activation/part-437

ex:activation-functions

—

includesblah/watt-activation/part-437

ex:coupling

—

includesblah/watt-activation/part-437

ex:sync

—

notFuseableAsblah/watt-activation/part-437

ex:weights

—

occurBetweenblah/watt-activation/part-437

ex:linear-layers

—

distinguishesWhichFragmentComesNextblah/watt-activation/part-470

ex:true

—

provideEnoughContextDependentStateblah/watt-activation/part-470

ex:true

—

areVisibleblah/watt-activation/part-503

ex:simulation

—

areWorkingCorrectlyblah/watt-activation/part-503

null

—

typeblah/watt-activation/63

ex:Concept

—

labelblah/watt-activation/337

oscillator dynamics

—

typeblah/watt-activation/347

ex:Dynamics

—

labelblah/watt-activation/347

oscillator dynamics

—

respondsToblah/watt-activation/347

ex:channel-noise

—

respondsToblah/watt-activation/347

ex:bandwidth

—

hasAspectblah/watt-activation/391

coupling

—

hasAspectblah/watt-activation/391

decay

—

labelblah/watt-activation/435

oscillator dynamics

—

includesblah/watt-activation/435

ex:sync

—

includesblah/watt-activation/435

ex:coupling

—

includesblah/watt-activation/435

ex:manifold-projection

—

locationIsblah/watt-activation/435

ex:between-linear-layers

—

functionsAsblah/watt-activation/435

ex:activation-function

—

notFusableblah/watt-activation/435

true

—

typeblah/watt-activation/468

ex:Mechanism

—

labelblah/watt-activation/468

oscillator dynamics

—

providesblah/watt-activation/468

context-dependent state

—

typeblah/watt-activation/478

ex:ComputationalMethod

—

occursOnblah/watt-activation/478

ex:sphere

—

hasScalarBehaviorblah/watt-activation/500

ex:scalar-oscillation-7.5-to-7.3

—

hasVectorBehaviorblah/watt-activation/500

ex:vector-decay

—

hasBivectorBehaviorblah/watt-activation/500

ex:bivector-growth

—

hasTrivectorValueblah/watt-activation/500

—

hasCauseblah/watt-activation/500

ex:commutator-limitation

References (17)

17 references

[1]Part 662 facts
ctx:discord/blah/watt-activation/part-66
[2]Part 631 fact
ctx:discord/blah/watt-activation/part-63
[3]Part 3492 facts
ctx:discord/blah/watt-activation/part-349
[4]Part 3931 fact
ctx:discord/blah/watt-activation/part-393
[5]Part 4261 fact
ctx:discord/blah/watt-activation/part-426
[6]Part 4282 facts
ctx:discord/blah/watt-activation/part-428
[7]Part 4376 facts
ctx:discord/blah/watt-activation/part-437
[8]Part 4702 facts
ctx:discord/blah/watt-activation/part-470
[9]Part 5032 facts
ctx:discord/blah/watt-activation/part-503
[10]631 fact
ctx:discord/blah/watt-activation/63
- full textwatt-activation-63
  text/plain2 KBdoc:agent/watt-activation-63/1bd53136-248b-4353-b53c-b8c81b9d26f4
  Show excerpt
  [2026-03-07 15:30] xenonfun: ### no GPU contention run ``` Clean results at 5K iters: ┌───────────────────┬──────┬───────┬──────────┬───────────┬──────────┬───────┬─────────┐ │ Config │ it/s │ tok/s │ Avg Loss │ Final PPL …
[11]3371 fact
ctx:discord/blah/watt-activation/337
- full textwatt-activation-337
  text/plain2 KBdoc:agent/watt-activation-337/5411616d-5166-4f26-9baf-0251a9dfbd3e
  Show excerpt
  [2026-03-15 16:45] xenonfun: Inference: **The quick brown foxes** as the Bark Fades Are where there are also read to make a fortage of all the region for training system and made up for making the dream and object with the three kind …
[12]3474 facts
ctx:discord/blah/watt-activation/347
- full textwatt-activation-347
  text/plain2 KBdoc:agent/watt-activation-347/f5c35cb2-4a8a-467c-ac77-0754bba63d48
  Show excerpt
  [2026-03-16 15:40] xenonfun: trying to get dynamics we wanted from start to really work, fact is its been doing very well and most of signal has been getting smashed. finally free of normalization in layers, that is where our amplitude sign…
[13]3912 facts
ctx:discord/blah/watt-activation/391
- full textwatt-activation-391
  text/plain2 KBdoc:agent/watt-activation-391/66b2bebc-08da-4969-bcc4-21de184bbdbd
  Show excerpt
  [2026-03-19 03:37] xenonfun: ``` ⏺ Got the rotor results from the earlier run (before the r-adaptive LR change): ┌───────────────────┬──────────┬───────┬───────┬────────┐ │ Model │ BPB @500 │ tok/s │ r │ Params │ ├───…
[14]4357 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…
[15]4683 facts
ctx:discord/blah/watt-activation/468
- full textwatt-activation-468
  text/plain3 KBdoc:agent/watt-activation-468/164171db-4232-40af-8c94-36b0b47c762a
  Show excerpt
  [2026-03-21 18:49] xenonfun: ``` ├───────────────────────┼─────────────────────────┼──────────────────────────────────┼───────────────────┤ │ 3. Multi-seed MNIST │ 0.930 ± 0.019 train │ 0.995 ± 0.005 train │ CONFIRMED …
[16]4782 facts
ctx:discord/blah/watt-activation/478
- full textwatt-activation-478
  text/plain2 KBdoc:agent/watt-activation-478/0051ed8f-09c6-4572-934e-351b3f5ac139
  Show excerpt
  [2026-03-21 22:14] xenonfun: ``` ⏺ 96.3% accuracy on MNIST with ManifoldUnit S³ — 100 iterations, 3 minutes. That's essentially matching Python's CNN result (96.2%) with no convolutions at all, just oscillator dynamics on the sphere. ┌…
[17]5005 facts
ctx:discord/blah/watt-activation/500
- full textwatt-activation-500
  text/plain3 KBdoc:agent/watt-activation-500/abfa0a8a-2310-4c13-88a1-8d09e2b08501
  Show excerpt
  [2026-03-22 18:23] xenonfun: thankfully it seems <@806444151422976035> has prevented recusion from you talking to yourself. [2026-03-22 18:24] xenonfun: Working. The scalar oscillates (7.5 → 7.3), vector decays, bivector grows — the oscilla…

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oscillator dynamics

Inbound mentions (18)

basedOnBased on(2)

dependsDynamicallyOnDepends Dynamically on(2)

shouldControlShould Control(2)

comparesToCompares to(1)

decaysDecays(1)

describesStateDescribes State(1)

enablesRicherOscillatorDynamicsEnables Richer Oscillator Dynamics(1)

growsGrows(1)

isDynamicBasedOnIs Dynamic Based on(1)

isSimplerThanIs Simpler Than(1)

isSuperiorInIs Superior in(1)

removingFixedCouplingDramaticallyImprovesRemoving Fixed Coupling Dramatically Improves(1)

showsConsistentlyBetterShows Consistently Better(1)

superiorInSuperior in(1)

usesUses(1)

Other facts (40)

Timeline

References (17)

See also

Keep researching

`basedOn`Based on(2)

`dependsDynamicallyOn`Depends Dynamically on(2)

`shouldControl`Should Control(2)

`comparesTo`Compares to(1)

`decays`Decays(1)

`describesState`Describes State(1)

`enablesRicherOscillatorDynamics`Enables Richer Oscillator Dynamics(1)

`grows`Grows(1)

`isDynamicBasedOn`Is Dynamic Based on(1)

`isSimplerThan`Is Simpler Than(1)

`isSuperiorIn`Is Superior in(1)

`removingFixedCouplingDramaticallyImproves`Removing Fixed Coupling Dramatically Improves(1)

`showsConsistentlyBetter`Shows Consistently Better(1)

`superiorIn`Superior in(1)

`uses`Uses(1)