Dontopedia

difficulty signal

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

difficulty signal has 23 facts recorded in Dontopedia across 7 references, with 4 live disagreements.

23 facts·14 predicates·7 sources·4 in dispute

Mostly:is strongest at(3), strongest at(3), degrades at(3)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (12)

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.

doesNotRetainDoes Not Retain(2)

involvesMigrationOfInvolves Migration of(2)

coincidesWithPeakCoincides With Peak(1)

distributesDifficultySignalDistributes Difficulty Signal(1)

distributesSignalDistributes Signal(1)

doesNotConcentrateDoes Not Concentrate(1)

haveMidNetworkStrengthHave Mid Network Strength(1)

holdsSignalHolds Signal(1)

linearlySeparableLinearly Separable(1)

showsDegradationPatternShows Degradation Pattern(1)

Other facts (22)

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.

22 facts
PredicateValueRef
Is Strongest atBlock 0[2]
Is Strongest atBlock 0[3]
Is Strongest atBlock 4[3]
Strongest atBlock 0[5]
Strongest atBlock 3[5]
Strongest atBlock 4[5]
Degrades atBlock 9[5]
Degrades atBlock 10[5]
Degrades atBlock 11[5]
Propertylinearly separable[1]
Propertylinearly separable[4]
Has Strength LocationBlock 0[6]
Has Strength LocationBlock 4[6]
Requires NoTask Specific Training[1]
Is Not Concentrated atBlock 10[2]
Degrades inOutput Triad[2]
Is Strongest in Mid NetworkBlocks 3 4[2]
Propagates Inter Layernull[2]
Exists in SubspaceDifficulty Relevant Subspace[3]
Requires Trainingfalse[4]
Rdf:typeSignal[5]
Migrates TowardsOutput Triad[7]

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.

23 undated
—
requiresNoblah/watt-activation/part-225
ex:task-specific-training
—
propertyblah/watt-activation/part-225
linearly separable
—
isNotConcentratedAtblah/watt-activation/part-226
ex:block-10
—
degradesInblah/watt-activation/part-226
ex:output-triad
—
isStrongestAtblah/watt-activation/part-226
ex:block-0
—
isStrongestInMidNetworkblah/watt-activation/part-226
ex:blocks-3-4
—
propagatesInterLayerblah/watt-activation/part-226
null
—
isStrongestAtblah/watt-activation/part-227
ex:block-0
—
isStrongestAtblah/watt-activation/part-227
ex:block-4
—
existsInSubspaceblah/watt-activation/part-227
ex:difficulty-relevant-subspace
—
propertyblah/watt-activation/224
linearly separable
—
requiresTrainingblah/watt-activation/224
false
—
typeblah/watt-activation/225
ex:Signal
—
strongestAtblah/watt-activation/225
ex:block-0
—
strongestAtblah/watt-activation/225
ex:block-3
—
strongestAtblah/watt-activation/225
ex:block-4
—
degradesAtblah/watt-activation/225
ex:block-9
—
degradesAtblah/watt-activation/225
ex:block-10
—
degradesAtblah/watt-activation/225
ex:block-11
—
labelblah/watt-activation/226
difficulty signal
—
hasStrengthLocationblah/watt-activation/226
ex:block-0
—
hasStrengthLocationblah/watt-activation/226
ex:block-4
—
migratesTowardsblah/watt-activation/227
ex:output-triad

References (7)

7 references
  1. [1]Part 2252 facts
    ctx:discord/blah/watt-activation/part-225
  2. [2]Part 2265 facts
    ctx:discord/blah/watt-activation/part-226
  3. [3]Part 2273 facts
    ctx:discord/blah/watt-activation/part-227
  4. [4]2242 facts
    ctx:discord/blah/watt-activation/224
    • full textwatt-activation-224
      text/plain2 KBdoc:agent/watt-activation-224/8e55318a-1378-4058-acb4-284b7135cfdc
      Show excerpt
      [2026-03-11 05:11] xenonfun: no has zero wiring right now. ⏺ Results for the designer: The 32d sync embedding from block 10 (L-2) achieves 53.3% accuracy on loss-level prediction vs. 35.8% majority-class baseline — a +17.5pp lift wit…
  5. [5]2257 facts
    ctx:discord/blah/watt-activation/225
    • full textwatt-activation-225
      text/plain2 KBdoc:agent/watt-activation-225/9b15ed6a-4fd9-4458-9e17-1e0372b5a3e0
      Show excerpt
      [2026-03-11 05:15] xenonfun: ⏺ Ablation complete. The result is more interesting than "hub wins": blk acc lift note 0 0.575 +0.217 ← input (BEST) 4 0.567 +0.208 3 0.558 +0.200 7 0.550 +0.192 ... 9…
  6. [6]2263 facts
    ctx:discord/blah/watt-activation/226
    • full textwatt-activation-226
      text/plain2 KBdoc:agent/watt-activation-226/2cdeaf5e-92ba-4f5c-855d-1846c41ec9d5
      Show excerpt
      [2026-03-11 05:18] xenonfun: ⏺ The inter-layer graph confirms the designer's insight exactly: No edges above 0.5 — every block is nearly orthogonal to every other block. Mean cosine similarity across all layer distances is noise (±0.08…
  7. [7]2271 fact
    ctx:discord/blah/watt-activation/227
    • full textwatt-activation-227
      text/plain2 KBdoc:agent/watt-activation-227/68739c39-b81e-46d6-a743-64f53964d850
      Show excerpt
      [2026-03-11 05:22] xenonfun: ⏺ The data shows it clearly. The gelation onset is between step 100 and step 200: step loss b9_r b10_r b11_r b10−b11 b9_disorder 100 11.80 0.363 0.347 0.362 −0.014 −0.016 ← symmetric, …

See also

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