oscillators
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
oscillators has 81 facts recorded in Dontopedia across 32 references, with 5 live disagreements.
81 facts·70 predicates·32 sources·5 in dispute
Mostly:rdf:type(4), provides ability(2), enables domain(2)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (23)
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.
hasComponentHas Component(2)
- Lohe Spherical Ff Nv2
ex:LoheSphericalFFNv2 - Oscillator System
ex:oscillator-system
involvesInvolves(2)
- Block 10
ex:block-10 - Modeling Context
ex:modeling-context
allowsDifferentiationAllows Differentiation(1)
- Weak Coupling
ex:weak-coupling
areAre(1)
- Patches
ex:patches
areReceivedByAre Received by(1)
- Signals in Antenna Field
ex:signals-in-antenna-field
commitsToOscillatorModelCommits to Oscillator Model(1)
- Kuramoto Architecture
ex:kuramoto-architecture
connectToConnect to(1)
- Boes
ex:boes
correspondToCorrespond to(1)
- Graph Nodes
ex:graph-nodes
dependsOnPresenceOfOscillatorsDepends on Presence of Oscillators(1)
- Resume Process
ex:resume-process
endorsedEntityEndorsed Entity(1)
- Xenonfun
ex:xenonfun
endorsesEndorses(1)
- Message 2026 04 01 12 25 2
ex:message-2026-04-01-12-25-2
findsPromisingFinds Promising(1)
- Lisamegawatts
ex:lisamegawatts
learnsFromLearns From(1)
- Gates
ex:gates
mentionedTopicMentioned Topic(1)
- Lisamegawatts
ex:lisamegawatts
modelsModels(1)
- Xenonfun
ex:xenonfun
preventsDifferentiationPrevents Differentiation(1)
- Strong Coupling
ex:strong-coupling
projectedProjected(1)
- Lisamegawatts
ex:lisamegawatts
resetsOwnOscillatorsIfNeededResets Own Oscillators If Needed(1)
- Training Pipeline
ex:training-pipeline
usedAmongOscillatorsUsed Among Oscillators(1)
- Phase Synchronization
ex:phase-synchronization
usedForModelingUsed for Modeling(1)
- Lohe Sphere
ex:lohe-sphere
usesEntityUses Entity(1)
- Lisamegawatts
ex:lisamegawatts
Other facts (76)
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.
76 facts
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Electronic Component | [25] |
| Rdf:type | Component | [26] |
| Rdf:type | Oscillator | [28] |
| Rdf:type | Model Component | [32] |
| Provides Ability | Crazy Quantization | [25] |
| Provides Ability | Continuous Learning | [25] |
| Enables Domain | Audio Processing | [25] |
| Enables Domain | Radio Processing | [25] |
| Located on | Sphere S H Minus 1 | [26] |
| Located on | Sphere H 1 | [31] |
| Organized Into | Layers | [1] |
| Modeled As | Joints | [2] |
| Are Agnostic to | Input | [3] |
| Has Flexibility | null | [3] |
| Refers to | Lisamegawatts Oscillators | [3] |
| Can Be Tuned to | Anything | [3] |
| Can Learn | null | [3] |
| Are Promising | Lisamegawatts | [4] |
| Provide | Continuous Learning Advantage | [5] |
| Imply Analogue Superiority | Wave Processing | [5] |
| Enable | Audio Radio Etc | [5] |
| Are Ontological Primitives | null | [6] |
| Require Synchronization | In Optimizer | [7] |
| Are Not Static | true | [7] |
| Essentially Dynamic | true | [7] |
| Must Synchronize | Via Optimizer | [7] |
| Exist As | 96 in Network | [7] |
| Were Prohibited From | Synchronizing | [8] |
| Are Synchronizing | Synchronizing | [8] |
| Genuinely Synchronizing | Across Training | [8] |
| Were Present | Pre Fix | [8] |
| Exist in Model | Pre Fix | [8] |
| Phase Lock | On Their Own | [9] |
| Have Order Parameter | R | [9] |
| Sync Within | Forward Pass | [10] |
| Positive Evaluation | sync perfectly fine | [10] |
| Sync Perfectly Fine | Within Forward Pass | [10] |
| Briefly Over Synchronize | During Hump | [11] |
| Relax Into Stable State | Sub Critical | [11] |
| Find Their Footing | True | [11] |
| Exist in Context | Model Architecture | [12] |
| On | S1 | [13] |
| Coupled Per | Byte | [13] |
| Form Part of | Lohe Sync | [14] |
| Reside on | S H 1 Sphere | [14] |
| Phase Lock Together | Single Group or Layer | [15] |
| Exist in | Groups | [15] |
| Modeled on | Lohe Sphere | [15] |
| Re Emit Into | Next Layer Field | [16] |
| Re Encode Signals | true | [16] |
| Perform Update | Oscillator Update | [16] |
| Perform Computation | true | [17] |
| Have Synchronization | R | [17] |
| Require Coherence | For Better Snr | [18] |
| Are More Coherently Organized | In Phase Coupling | [18] |
| Possess Phases | true | [19] |
| Are More Organized With | Phase Coupling | [19] |
| Have Natural Frequencies | true | [20] |
| Naturally Operate in | Continuous State Spaces | [21] |
| Basis of Architecture | null | [22] |
| Have Teleological Goal of Staying in Phase | True | [23] |
| Exists | true | [24] |
| Synchronize Under | Mean Field Coupling | [26] |
| Has Distribution | Von Mises Fisher Distribution | [26] |
| Has Property | Not Static | [27] |
| Have | Fixed Sync Strength | [27] |
| Is Synchronizing | true | [28] |
| Was Prohibited From | synchronizing | [28] |
| Performed Action | motions of syncing | [28] |
| Synchronizing Across | training | [28] |
| Lock to | DC | [29] |
| Transiently Over Synchronized | true | [30] |
| Action Context | Finding Footing | [30] |
| Property | Cohesive Within Block | [30] |
| Exhibited Behavior | mostly synchronized | [32] |
| Performance Attribute | less differentiated computation | [32] |
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.
—
organizedIntoblah/omega/part-1211
ex:layers
—
modeledAsblah/papers/part-6
ex:joints
—
areAgnosticToblah/papers/part-10
ex:input
—
hasFlexibilityblah/papers/part-10
null
—
refersToblah/papers/part-10
ex:lisamegawatts-oscillators
—
canBeTunedToblah/papers/part-10
ex:anything
—
canLearnblah/papers/part-10
null
—
arePromisingblah/papers/part-9
ex:lisamegawatts
—
provideblah/vidya/part-11
ex:continuous-learning-advantage
—
implyAnalogueSuperiorityblah/vidya/part-11
ex:wave-processing
—
enableblah/vidya/part-11
ex:audio-radio-etc
—
areOntologicalPrimitivesblah/watt-activation/part-188
null
—
requireSynchronizationblah/watt-activation/part-187
ex:in-optimizer
—
areNotStaticblah/watt-activation/part-187
true
—
essentiallyDynamicblah/watt-activation/part-187
true
—
mustSynchronizeblah/watt-activation/part-187
ex:via-optimizer
—
existAsblah/watt-activation/part-187
ex:96-in-network
—
wereProhibitedFromblah/watt-activation/part-190
ex:synchronizing
—
areSynchronizingblah/watt-activation/part-190
ex:synchronizing
—
genuinelySynchronizingblah/watt-activation/part-190
ex:across-training
—
werePresentblah/watt-activation/part-190
ex:pre-fix
—
existInModelblah/watt-activation/part-190
ex:pre-fix
—
phaseLockblah/watt-activation/part-194
ex:on-their-own
—
haveOrderParameterblah/watt-activation/part-194
ex:r
—
syncWithinblah/watt-activation/part-189
ex:forward-pass
—
positiveEvaluationblah/watt-activation/part-189
sync perfectly fine
—
syncPerfectlyFineblah/watt-activation/part-189
ex:within-forward-pass
—
brieflyOverSynchronizeblah/watt-activation/part-233
ex:during-hump
—
relaxIntoStableStateblah/watt-activation/part-233
ex:sub-critical
—
findTheirFootingblah/watt-activation/part-233
ex:true
—
existInContextblah/watt-activation/part-311
ex:model-architecture
—
onblah/watt-activation/part-321
ex:s1
—
coupledPerblah/watt-activation/part-321
ex:byte
—
formPartOfblah/watt-activation/part-347
ex:lohe-sync
—
resideOnblah/watt-activation/part-347
ex:s-h-1-sphere
—
phaseLockTogetherblah/watt-activation/part-342
ex:single-group-or-layer
—
existInblah/watt-activation/part-342
ex:groups
—
modeledOnblah/watt-activation/part-342
ex:lohe-sphere
—
reEmitIntoblah/watt-activation/part-358
ex:next-layer-field
—
reEncodeSignalsblah/watt-activation/part-358
true
—
performUpdateblah/watt-activation/part-358
ex:oscillator-update
—
performComputationblah/watt-activation/part-390
true
—
haveSynchronizationblah/watt-activation/part-390
ex:r
—
requireCoherenceblah/watt-activation/part-427
ex:for-better-snr
—
areMoreCoherentlyOrganizedblah/watt-activation/part-427
ex:in-phase-coupling
—
possessPhasesblah/watt-activation/part-425
true
—
areMoreOrganizedWithblah/watt-activation/part-425
ex:phase-coupling
—
haveNaturalFrequenciesblah/watt-activation/part-442
true
—
naturallyOperateInblah/watt-activation/part-445
ex:continuous-state-spaces
—
basisOfArchitectureblah/watt-activation/part-472
null
—
haveTeleologicalGoalOfStayingInPhaseblah/watt-activation/part-501
ex:true
—
existsblah/omega/part-1209
true
—
labelblah/vidya/11
oscillators
—
typeblah/vidya/11
ex:ElectronicComponent
—
providesAbilityblah/vidya/11
ex:crazy-quantization
—
providesAbilityblah/vidya/11
ex:continuous-learning
—
enablesDomainblah/vidya/11
ex:audio-processing
—
enablesDomainblah/vidya/11
ex:radio-processing
—
typeblah/watt-activation/180
ex:Component
—
locatedOnblah/watt-activation/180
ex:sphere-s-h-minus-1
—
synchronizeUnderblah/watt-activation/180
ex:mean-field-coupling
—
hasDistributionblah/watt-activation/180
ex:von-mises-fisher-distribution
—
labelblah/watt-activation/188
oscillators
—
hasPropertyblah/watt-activation/188
ex:not-static
—
haveblah/watt-activation/188
ex:fixed-sync-strength
—
typeblah/watt-activation/190
ex:Oscillator
—
labelblah/watt-activation/190
oscillators
—
isSynchronizingblah/watt-activation/190
true
—
wasProhibitedFromblah/watt-activation/190
synchronizing
—
performedActionblah/watt-activation/190
motions of syncing
—
synchronizingAcrossblah/watt-activation/190
training
—
labelblah/watt-activation/212
oscillators
—
lockToblah/watt-activation/212
ex:DC
—
transientlyOverSynchronizedblah/watt-activation/232
true
—
actionContextblah/watt-activation/232
ex:finding-footing
—
propertyblah/watt-activation/232
ex:cohesive-within-block
—
labelblah/watt-activation/345
oscillators
—
locatedOnblah/watt-activation/345
ex:sphere-h-1
—
typeblah/watt-activation/388
ex:ModelComponent
—
exhibitedBehaviorblah/watt-activation/388
mostly synchronized
—
performanceAttributeblah/watt-activation/388
less differentiated computation
References (32)
32 references
ctx:discord/blah/omega/part-1211ctx:discord/blah/papers/part-6ctx:discord/blah/papers/part-10ctx:discord/blah/papers/part-9ctx:discord/blah/vidya/part-11ctx:discord/blah/watt-activation/part-188ctx:discord/blah/watt-activation/part-187ctx:discord/blah/watt-activation/part-190ctx:discord/blah/watt-activation/part-194ctx:discord/blah/watt-activation/part-189ctx:discord/blah/watt-activation/part-233ctx:discord/blah/watt-activation/part-311ctx:discord/blah/watt-activation/part-321ctx:discord/blah/watt-activation/part-347ctx:discord/blah/watt-activation/part-342ctx:discord/blah/watt-activation/part-358ctx:discord/blah/watt-activation/part-390ctx:discord/blah/watt-activation/part-427ctx:discord/blah/watt-activation/part-425ctx:discord/blah/watt-activation/part-442ctx:discord/blah/watt-activation/part-445ctx:discord/blah/watt-activation/part-472ctx:discord/blah/watt-activation/part-501ctx:discord/blah/omega/part-1209ctx:discord/blah/vidya/11- full textvidya-11text/plain1 KB
doc:agent/vidya-11/eb908439-d845-412c-a434-a2eef24fee30Show excerpt
[2026-04-01 08:26] rolandnsharp7643: we're so back (files: itsOverWereBack.webp) [2026-04-01 08:50] brackishbert: <@360636009433661440> you have no idea how good that is here. I was deeply concerned of the direction that you were going in b…
ctx:discord/blah/watt-activation/180- full textwatt-activation-180text/plain2 KB
doc:agent/watt-activation-180/85d3802b-f63a-40de-acbc-889407c3b80cShow 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…
ctx:discord/blah/watt-activation/188- full textwatt-activation-188text/plain3 KB
doc:agent/watt-activation-188/0b24c5f9-ca6d-47b7-9d97-98b6fac36e0cShow 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…
ctx:discord/blah/watt-activation/190- full textwatt-activation-190text/plain3 KB
doc:agent/watt-activation-190/afd2a2d6-55fc-43d9-9655-83cd2755213fShow excerpt
[2026-03-10 03:51] xenonfun: ⏺ The fix is working. Here's the comparison: ``` ┌────────────────┬────────────────┬────────────────────────────┐ │ Metric │ Before fix │ After fix │ ├────────────────┼────────…
ctx:discord/blah/watt-activation/212- full textwatt-activation-212text/plain3 KB
doc:agent/watt-activation-212/6835fc9f-e8f3-4cfe-b6ab-3f16b5dbc7d2Show 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…
ctx:discord/blah/watt-activation/232- full textwatt-activation-232text/plain3 KB
doc:agent/watt-activation-232/3c01e7f2-4764-4305-aaa5-72adde3c0ccbShow excerpt
[2026-03-11 20:31] xenonfun: ## SpectralAttention vs. AnchorKAN (files: Screenshot_2026-03-11_at_4.31.27_PM.png) [2026-03-11 20:39] xenonfun: ``` ⏺ Here's what each panel is showing, with the interesting bits: --- Row 1 — Loss + Global…
ctx:discord/blah/watt-activation/345- full textwatt-activation-345text/plain3 KB
doc:agent/watt-activation-345/c59946eb-7ad9-465b-939c-f70436033800Show 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…
ctx:discord/blah/watt-activation/388- full textwatt-activation-388text/plain2 KB
doc:agent/watt-activation-388/46a6b190-3823-4de5-b207-66c8e6b2684bShow excerpt
[2026-03-19 02:30] xenonfun: (files: Screenshot_2026-03-18_at_10.30.23_PM.png) [2026-03-19 02:30] lisamegawatts: ah you need to go adamw possible [2026-03-19 02:31] lisamegawatts: no rotation [2026-03-19 02:32] xenonfun: we got too synced …
See also
- Layers
- Joints
- Input
- Lisamegawatts Oscillators
- Anything
- Lisamegawatts
- Continuous Learning Advantage
- Wave Processing
- Audio Radio Etc
- In Optimizer
- Via Optimizer
- 96 in Network
- Synchronizing
- Across Training
- Pre Fix
- On Their Own
- R
- Forward Pass
- Within Forward Pass
- During Hump
- Sub Critical
- True
- Model Architecture
- S1
- Byte
- Lohe Sync
- S H 1 Sphere
- Single Group or Layer
- Groups
- Lohe Sphere
- Next Layer Field
- Oscillator Update
- For Better Snr
- In Phase Coupling
- Phase Coupling
- Continuous State Spaces
- Electronic Component
- Crazy Quantization
- Continuous Learning
- Audio Processing
- Radio Processing
- Component
- Sphere S H Minus 1
- Mean Field Coupling
- Von Mises Fisher Distribution
- Not Static
- Fixed Sync Strength
- Oscillator
- DC
- Finding Footing
- Cohesive Within Block
- Sphere H 1
- Model Component
Keep researching
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