Dontopedia

Learned Gain Mode

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-05-02.)

Learned Gain Mode has 11 facts recorded in Dontopedia across 1 reference.

11 facts·11 predicates·1 sources

Mostly:advocated best(1), has3x better code diversity(1), has entropy(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (5)

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.

3xBetterInLearned3x Better in Learned(1)

addsTeleologicalStructureAdds Teleological Structure(1)

higherBetterImpliedHigher Better Implied(1)

providesStructureInLearnedProvides Structure in Learned(1)

showsLearnedSuperiorityShows Learned Superiority(1)

Other facts (11)

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.

11 facts
PredicateValueRef
Advocated BestExp C[1]
Has3x Better Code DiversityOther Gain Modes[1]
Has Entropy1.63[1]
Has Loss At1k2.99[1]
Has Perplexity5.1[1]
Has R Global0.76[1]
Has Top1 Accuracy0.38[1]
Has Utilization0.016[1]
Preferred Over OthersLog Norm Gain Mode[1]
Uses SoftplusSoftplus[1]
Wins Clearly in Exp CExp C[1]

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.

advocatedBestblah/watt-activation/part-280
ex:exp-c
has3xBetterCodeDiversityblah/watt-activation/part-280
ex:other-gain-modes
hasEntropyblah/watt-activation/part-280
1.63
hasLossAt1kblah/watt-activation/part-280
2.99
hasPerplexityblah/watt-activation/part-280
5.1
hasRGlobalblah/watt-activation/part-280
0.76
hasTop1Accuracyblah/watt-activation/part-280
0.38
hasUtilizationblah/watt-activation/part-280
0.016
preferredOverOthersblah/watt-activation/part-280
ex:log-norm-gain-mode
usesSoftplusblah/watt-activation/part-280
ex:softplus
winsClearlyInExpCblah/watt-activation/part-280
ex:exp-c

References (1)

1 references
  1. [1]Part 28011 facts
    ctx:discord/blah/watt-activation/part-280

See also

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