Linear KAN

as donto believed on

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

Linear KAN has 25 facts recorded in Dontopedia across 4 references, with 1 live disagreement.

25 facts·21 predicates·4 sources·1 in dispute

Mostly:has throughput(2), has issue(2), has bpb(2)

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.

`hasThroughputMultiplierOver`Has Throughput Multiplier Over(2)

Grouped Linear Kanex:grouped-linear-kan
Lohe Controlex:lohe-control

`isFasterThan`Is Faster Than(2)

Grouped Linear Kanex:grouped-linear-kan
Lohe Controlex:lohe-control

`bpbTiedWith`Bpb Tied With(1)

Grouped Linear Kanex:grouped-linear-kan

`comparesModels`Compares Models(1)

Wave Native Lm Bakeoffex:wave-native-lm-bakeoff

`concludesBestBPB`Concludes Best Bpb(1)

Lisamegawattsex:lisamegawatts

`hasBPBAdvantageOver`Has Bpb Advantage Over(1)

Lohe Controlex:lohe-control

`hasNearIdenticalBPBTo`Has Near Identical Bpb to(1)

Grouped Linear Kanex:grouped-linear-kan

`is30PercentSmallerThan`Is30 Percent Smaller Than(1)

Lohe Controlex:lohe-control

`isCheaperThan`Is Cheaper Than(1)

Quadratic Kanex:quadratic-kan

`isSignificantlyFasterAndMoreParamEfficientThan`Is Significantly Faster and More Param Efficient Than(1)

Lohe Controlex:lohe-control

`isSlightlyWorseOnBPBThan`Is Slightly Worse on Bpb Than(1)

Lohe Controlex:lohe-control

`outperformsOnSpeed`Outperforms on Speed(1)

Lohe Attentionex:lohe-attention

`presupposesExistenceOf`Presupposes Existence of(1)

Wave Native Lm Bakeoffex:wave-native-lm-bakeoff

`recommendsForResearchBestPerformance`Recommends for Research Best Performance(1)

Lisamegawattsex:lisamegawatts

`tiesWith`Ties With(1)

Grouped Linear Kanex:grouped-linear-kan

`tradesSpeedForPerformance`Trades Speed for Performance(1)

Lohe Attentionex:lohe-attention

Other facts (24)

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.

24 facts

Predicate	Value	Ref
Has Throughput	4.2	[2]
Has Throughput	4.2	[4]
Has Issue	Full Dh Times Dh Outer Product Fft	[2]
Has Issue	hardware-unfriendly FFT on RTX 3060	[4]
Has Bpb	3.492	[2]
Has Bpb	3.492	[4]
Is Linear in T	true	[1]
Uses Full Outer Product	Full Outer Product	[1]
Has Dh Squared Channels	4096	[1]
Has Enormous Constant Factor	true	[1]
Is Absurdly Expensive	true	[1]
Has Significant Computational Cost	null	[2]
Is Best on	Bpb	[2]
Has Params	493000	[2]
Achieves Better Performance	lower BPB	[3]
Has More Params Percentage	44	[3]
Preferred for Research	true	[3]
Suitable for Training Tolerance	slower ok	[3]
Trades Performance for Speed	Lohe Attention	[3]
Uses Fft Based Approach	true	[3]
Uses More Parameters Than	Lohe Attention	[3]
Is Criticized for	computational expense	[3]
Is Significantly Slower	true	[3]
Has Param Count	493000	[4]

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.

25 undated

—

isLinearInTblah/watt-activation/part-101

true

—

usesFullOuterProductblah/watt-activation/part-101

ex:full-outer-product

—

hasDhSquaredChannelsblah/watt-activation/part-101

4096

—

hasEnormousConstantFactorblah/watt-activation/part-101

true

—

isAbsurdlyExpensiveblah/watt-activation/part-101

true

—

hasThroughputblah/watt-activation/part-648

4.2

—

hasSignificantComputationalCostblah/watt-activation/part-648

null

—

hasIssueblah/watt-activation/part-648

ex:full-dh-times-dh-outer-product-fft

—

hasBPBblah/watt-activation/part-648

3.492

—

isBestOnblah/watt-activation/part-648

ex:bpb

—

hasParamsblah/watt-activation/part-648

493000

—

achievesBetterPerformanceblah/watt-activation/part-643

lower BPB

—

hasMoreParamsPercentageblah/watt-activation/part-643

—

preferredForResearchblah/watt-activation/part-643

true

—

suitableForTrainingToleranceblah/watt-activation/part-643

slower ok

—

tradesPerformanceForSpeedblah/watt-activation/part-643

ex:lohe-attention

—

usesFftBasedApproachblah/watt-activation/part-643

true

—

usesMoreParametersThanblah/watt-activation/part-643

ex:lohe-attention

—

isCriticizedForblah/watt-activation/part-643

computational expense

—

isSignificantlySlowerblah/watt-activation/part-643

true

—

labelblah/watt-activation/645

Linear KAN

—

hasBPBblah/watt-activation/645

3.492

—

hasParamCountblah/watt-activation/645

493000

—

hasThroughputblah/watt-activation/645

4.2

—

hasIssueblah/watt-activation/645

hardware-unfriendly FFT on RTX 3060

References (4)

4 references

[1]Part 1015 facts
ctx:discord/blah/watt-activation/part-101
[2]Part 6486 facts
ctx:discord/blah/watt-activation/part-648
[3]Part 6439 facts
ctx:discord/blah/watt-activation/part-643
[4]6455 facts
ctx:discord/blah/watt-activation/645
- full textwatt-activation-645
  text/plain3 KBdoc:agent/watt-activation-645/5c424827-0967-4bac-bbcc-cb1b4a153e35
  Show excerpt
  [2026-04-16 02:39] lisamegawatts: oh nmd [2026-04-16 02:39] lisamegawatts: its all good [2026-04-16 02:40] lisamegawatts: i thought it still had the books stuff but it doesn't and you can filter it, so that should be plenty for 50m chinchil…

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Linear KAN

Inbound mentions (18)

hasThroughputMultiplierOverHas Throughput Multiplier Over(2)

isFasterThanIs Faster Than(2)

bpbTiedWithBpb Tied With(1)

comparesModelsCompares Models(1)

concludesBestBPBConcludes Best Bpb(1)

hasBPBAdvantageOverHas Bpb Advantage Over(1)

hasNearIdenticalBPBToHas Near Identical Bpb to(1)

is30PercentSmallerThanIs30 Percent Smaller Than(1)

isCheaperThanIs Cheaper Than(1)

isSignificantlyFasterAndMoreParamEfficientThanIs Significantly Faster and More Param Efficient Than(1)

isSlightlyWorseOnBPBThanIs Slightly Worse on Bpb Than(1)

outperformsOnSpeedOutperforms on Speed(1)

presupposesExistenceOfPresupposes Existence of(1)

recommendsForResearchBestPerformanceRecommends for Research Best Performance(1)

tiesWithTies With(1)

tradesSpeedForPerformanceTrades Speed for Performance(1)

Other facts (24)

Timeline

References (4)

See also

Keep researching

`hasThroughputMultiplierOver`Has Throughput Multiplier Over(2)

`isFasterThan`Is Faster Than(2)

`bpbTiedWith`Bpb Tied With(1)

`comparesModels`Compares Models(1)

`concludesBestBPB`Concludes Best Bpb(1)

`hasBPBAdvantageOver`Has Bpb Advantage Over(1)

`hasNearIdenticalBPBTo`Has Near Identical Bpb to(1)

`is30PercentSmallerThan`Is30 Percent Smaller Than(1)

`isCheaperThan`Is Cheaper Than(1)

`isSignificantlyFasterAndMoreParamEfficientThan`Is Significantly Faster and More Param Efficient Than(1)

`isSlightlyWorseOnBPBThan`Is Slightly Worse on Bpb Than(1)

`outperformsOnSpeed`Outperforms on Speed(1)

`presupposesExistenceOf`Presupposes Existence of(1)

`recommendsForResearchBestPerformance`Recommends for Research Best Performance(1)

`tiesWith`Ties With(1)

`tradesSpeedForPerformance`Trades Speed for Performance(1)