Lohe

as donto believed on

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

Linked via sameAs to 1 other subject: LoheattentionReview & merge →

Lohe has 48 facts recorded in Dontopedia across 21 references, with 3 live disagreements.

48 facts·40 predicates·21 sources·3 in dispute

Mostly:has strength(5), rdf:type(2), is target model(1)

Inbound mentions (17)

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.

`marksAsLegacy`Marks As Legacy(2)

Architecture Md Line 43ex:architecture-md-line-43
Lohe Ffn Py Line 162ex:lohe-ffn-py-line-162

`appliesTo`Applies to(1)

No Attention Claimex:no-attention-claim

`appliesToProjectionOnto`Applies to Projection Onto(1)

Switching From Tokens to Harmonics Phasesex:switching-from-tokens-to-harmonics-phases

`contrastsWith`Contrasts With(1)

Vqex:vq

`excitesBecauseFitsExisting`Excites Because Fits Existing(1)

Quaternion Modeex:quaternion-mode

`fromRunOn`From Run on(1)

Phase Metrics 20260309 225648 Jsonlex:phase-metrics-20260309-225648-jsonl

`hasMember`Has Member(1)

Spsa Lohe Groupex:spsa-lohe-group

`isKindaThePoint`Is Kinda the Point(1)

Learned Positional Embeddingsex:learned-positional-embeddings

`mapsTo`Maps to(1)

Su 2ex:su-2

`namedAfterLohe`Named After Lohe(1)

Loheoptimizerex:loheoptimizer

`precedesInTransition`Precedes in Transition(1)

Kuramotoex:kuramoto

`referencesLoheGatedState`References Lohe Gated State(1)

Textex:text

`referencesSpecificArchitecture`References Specific Architecture(1)

Lohe Architectureex:lohe-architecture

`referencesStructuredCoupling`References Structured Coupling(1)

Codexex:codex

`requiresPhaseSynchronization`Requires Phase Synchronization(1)

Trainingex:training

`triggersOnTopic`Triggers on Topic(1)

Monumental Mlx Expert Skillex:monumental-mlx-expert-skill

Other facts (45)

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.

45 facts

Predicate	Value	Ref
Has Strength	better physical inductive bias	[17]
Has Strength	manifold-native dynamics	[17]
Has Strength	field / transport style memory	[17]
Has Strength	parallel-friendly O(n) structure	[17]
Has Strength	coherence-driven gating	[17]
Rdf:type	Software Component	[19]
Rdf:type	Code Branch	[20]
Is Target Model	null	[1]
Involves Sphere Attention	F687875	[2]
Supports Cached Decode	E081b1e	[2]
Underperforms Random	Random Chance	[3]
Achieves Loss Of14	14	[3]
Runs But Does Not Converge	true	[3]
Vs Unigram Real	9.22	[4]
Vs Uniform	6.87	[4]
Needs More Perturbations or Smaller Model	To Work Effectively	[4]
Much Worse Than Uniform	Uniform	[4]
Loss After100 Iters	15.8605	[4]
Historical Optimizer	Synchronization	[4]
Is Linearized As	proj_in → (zero-pad to readout_dim) → readout	[5]
Above Noise Level	might still be	[6]
Doing Something	finally	[6]
Commits to Cross Layer Sync	null	[7]
Has Sync on Qk	~2ms total	[7]
Part of Config Names	Multiple Runs	[8]
Specifies Approach	Phases Chords	[9]
Has	Frequency Basis	[10]
Has Basis in	Frequency	[10]
Presupposes	Gradient Flow Principle	[10]
Is Marked Legacy Deprecated	null	[11]
Operates by	Emerge by Synchronization	[12]
Enables Emergence of	Code Like Direction	[12]
Is Mentioned Topic	Project Term	[13]
Causes Loss of	Magnitude	[14]
Loses	Magnitude	[14]
Style of Coupling	null	[15]
Part of	Quantum Sync Chain	[16]
Maps to	Lohe Schrodinger	[16]
Provides Better Physical Inductive Bias	null	[17]
Refers to Specific Attention	Lohe Spherical	[18]
Marked As	legacy/deprecated	[20]
Same As	Loheattention	[21]
Has Parameter Count	341730	[21]
Has Bpb	3.278	[21]
Has Iterations Per Second	14.9	[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.

48 undated

—

isTargetModelblah/watt-activation/part-66

null

—

involvesSphereAttentionblah/watt-activation/part-68

ex:f687875

—

supportsCachedDecodeblah/watt-activation/part-68

ex:e081b1e

—

underperformsRandomblah/watt-activation/part-118

ex:random-chance

—

achievesLossOf14blah/watt-activation/part-118

—

runsButDoesNotConvergeblah/watt-activation/part-118

true

—

vsUnigramRealblah/watt-activation/part-119

9.22

—

vsUniformblah/watt-activation/part-119

6.87

—

needsMorePerturbationsOrSmallerModelblah/watt-activation/part-119

ex:to-work-effectively

—

muchWorseThanUniformblah/watt-activation/part-119

ex:uniform

—

lossAfter100Itersblah/watt-activation/part-119

15.8605

—

historicalOptimizerblah/watt-activation/part-119

ex:synchronization

—

isLinearizedAsblah/watt-activation/part-179

proj_in → (zero-pad to readout_dim) → readout

—

aboveNoiseLevelblah/watt-activation/part-186

might still be

—

doingSomethingblah/watt-activation/part-186

finally

—

commitsToCrossLayerSyncblah/watt-activation/part-203

null

—

hasSyncOnQKblah/watt-activation/part-203

~2ms total

—

partOfConfigNamesblah/watt-activation/part-220

ex:multiple-runs

—

specifiesApproachblah/watt-activation/part-254

ex:phases-chords

—

hasblah/watt-activation/part-256

ex:frequency-basis

—

hasBasisInblah/watt-activation/part-256

ex:frequency

—

presupposesblah/watt-activation/part-256

ex:gradient-flow-principle

—

isMarkedLegacyDeprecatedblah/watt-activation/part-261

null

—

operatesByblah/watt-activation/part-309

ex:emerge-by-synchronization

—

enablesEmergenceOfblah/watt-activation/part-309

ex:code-like-direction

—

isMentionedTopicblah/watt-activation/part-311

ex:project-term

—

causesLossOfblah/watt-activation/part-321

ex:magnitude

—

losesblah/watt-activation/part-321

ex:magnitude

—

styleOfCouplingblah/watt-activation/part-472

null

—

partOfblah/watt-activation/part-573

ex:quantum-sync-chain

—

mapsToblah/watt-activation/part-573

ex:lohe-schrodinger

—