manifold
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
manifold has 13 facts recorded in Dontopedia across 9 references, with 2 live disagreements.
13 facts·7 predicates·9 sources·2 in dispute
Mostly:rdf:type(3), underlies dynamics(1), native for(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (22)
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.
staysOnStays on(3)
- Computation
ex:computation - Low Rank Cross Attention
ex:low-rank-cross-attention - Manifold Preserving Low Rank Cross Attention on S H 1
ex:manifold-preserving-low-rank-cross-attention-on-s-h-1
notDerivedFromNot Derived From(2)
- L1 Normalization
ex:l1-normalization - L1 Normalization
ex:l1-normalization
attributedLearningToAttributed Learning to(1)
- Lisamegawatts
ex:lisamegawatts
carriedPassengerCarried Passenger(1)
- Quiraing
ex:quiraing
enablesMoreEfficientSearchEnables More Efficient Search(1)
- Manifold Unit
ex:manifold-unit
freesEmbedWeightFrees Embed Weight(1)
- Option 3 Free Weights
ex:option-3-free-weights
freesLmHeadWeightFrees Lm Head Weight(1)
- Option 3 Free Weights
ex:option-3-free-weights
illegitimatePurposesIllegitimate Purposes(1)
- Bathing House
ex:bathing-house
includesIncludes(1)
- Underlying Geometric Structure
ex:underlying-geometric-structure
isIs(1)
- Ofdm Wire Encoding
ex:ofdm-wire-encoding
isProvablyOnIs Provably on(1)
- Cayley U N Rotor Dynamics
ex:cayley-u-n-rotor-dynamics
keptNearKept Near(1)
- System
ex:system
lacksConstraintLacks Constraint(1)
- Adam
ex:adam
locatedAtLocated at(1)
- Mining Manager Reid
ex:mining-manager-reid
locatedOnLocated on(1)
- Finite Attractor Mechanism
ex:finite-attractor-mechanism
locationLocation(1)
- Mining Manager Kidd
ex:mining-manager-kidd
preservesPreserves(1)
- Low Rank Cross Attention
ex:low-rank-cross-attention
shouldStayOnShould Stay on(1)
- Computation
ex:computation
workedOnManuallyWorked on Manually(1)
- Xenonfun Session 1
ex:xenonfun-session-1
Other facts (9)
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.
9 facts
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Mathematical Object | [6] |
| Rdf:type | Mathematical Structure | [7] |
| Rdf:type | Model Component | [9] |
| Underlies Dynamics | Lohe Dynamics | [1] |
| Native for | Phases | [2] |
| Is Correct for DC Neutral Filters | true | [3] |
| Is Repeatedly Emphasized | Get Back on Manifold | [4] |
| Has Params | 0.027M | [5] |
| Has Per Layer Groups | 16 | [5] |
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.
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underliesDynamicsblah/watt-activation/part-137
ex:lohe-dynamics
—
nativeForblah/watt-activation/part-321
ex:phases
—
isCorrectForDcNeutralFiltersblah/watt-activation/part-352
true
—
isRepeatedlyEmphasizedblah/watt-activation/part-692
ex:get-back-on-manifold
—
hasParamsblah/watt-activation/part-699
0.027M
—
hasPerLayerGroupsblah/watt-activation/part-699
16
—
typeblah/watt-activation/137
ex:MathematicalObject
—
labelblah/watt-activation/137
manifold
—
typeblah/watt-activation/343
ex:MathematicalStructure
—
labelblah/watt-activation/343
manifold
—
labelblah/watt-activation/345
the manifold
—
typeblah/watt-activation/620
ex:ModelComponent
—
labelblah/watt-activation/620
the manifold
References (9)
9 references
ctx:discord/blah/watt-activation/part-137ctx:discord/blah/watt-activation/part-321ctx:discord/blah/watt-activation/part-352ctx:discord/blah/watt-activation/part-692ctx:discord/blah/watt-activation/part-699ctx:discord/blah/watt-activation/137- full textwatt-activation-137text/plain2 KB
doc:agent/watt-activation-137/9608fbdb-8ce7-4e5b-ac20-5c329d46eadeShow excerpt
[2026-03-09 06:07] xenonfun: ``` ❯ are you sure this is principaled? ⏺ No, you're right to push back. L1 normalization is ad-hoc — it bounds the magnitude but it's not derived from the manifold. The principled fix is to normalize the mean…
ctx:discord/blah/watt-activation/343- full textwatt-activation-343text/plain2 KB
doc:agent/watt-activation-343/758b6afd-7936-40ff-806a-3684984cdf9eShow excerpt
[2026-03-15 23:13] xenonfun: ``` ⏺ Pushed f5d17e5. All EMA/stability/spike hacks removed. Both adaptive LR modes are now pure physics: direct measurement × capacity theory × convergence decay. On the LoheCrossCoupleModes comment — that's…
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/620- full textwatt-activation-620text/plain2 KB
doc:agent/watt-activation-620/76566bac-aa9d-4345-b1ab-afded7e71af5Show excerpt
[2026-04-11 10:36] lisamegawatts: The loss dropped from ~36 to 9.3 in 100 steps — the manifold is learning! The output went from random multilingual tokens to English words with approximate semantic relevance ("technology", "processing", "e…
See also
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