Dontopedia

readout

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

readout has 29 facts recorded in Dontopedia across 17 references, with 1 live disagreement.

29 facts·23 predicates·17 sources·1 in dispute

Mostly:rdf:type(4), is selection problem(2), stays the same(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (14)

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.

hasComponentHas Component(4)

discardedAfterDiscarded After(2)

servesAsServes As(2)

functionFunction(1)

hasStageHas Stage(1)

includesIncludes(1)

modifiesModifies(1)

precedesInPipelinePrecedes in Pipeline(1)

shouldOnlyUpdateShould Only Update(1)

Other facts (27)

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.

27 facts
PredicateValueRef
Rdf:typeProcess Step[11]
Rdf:typeModel Layer[15]
Rdf:typeNn.linear Layer[16]
Rdf:typeVariable[17]
Is Selection Problemtrue[4]
Is Selection Problemtrue[15]
Stays the Sametrue[1]
Will Eventually UseClifford Probes[1]
Will Eventually IncludeClifford Probes[1]
Uses Jacobitrue[1]
Uses Dft Modestrue[1]
IsWeight Tied[2]
Updated by Loss Gradienttrue[3]
With Ternary Weightsselects spectral features to output[4]
Does Not Account forSystematic Phase Distortion[5]
IgnoresPhase Distortion[5]
Is Modulartrue[6]
Is Redundant IfDecoder Is Encoding Table[7]
Is Instance ofNn Linear Layer[8]
Fuses Identically toVanilla Mlp Layers[8]
Has Parameters153[9]
Uses Ln F GammaLn F Gamma[10]
Updated byLoss Gradient[13]
Implemented Aszero-padded proj_in output[14]
Has Ternary Weightstrue[15]
Function Iswhich spectral features contribute to output[15]
Variable Namereadout[17]

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.

29 undated
—
staysTheSameblah/random/part-39
true
—
willEventuallyUseblah/random/part-39
ex:clifford-probes
—
willEventuallyIncludeblah/random/part-39
ex:clifford-probes
—
usesJacobiblah/random/part-39
true
—
usesDftModesblah/random/part-39
true
—
isblah/vidya/part-11
ex:weight-tied
—
updatedByLossGradientblah/watt-activation/part-193
true
—
isSelectionProblemblah/watt-activation/part-277
true
—
withTernaryWeightsblah/watt-activation/part-277
selects spectral features to output
—
doesNotAccountForblah/watt-activation/part-330
ex:systematic-phase-distortion
—
ignoresblah/watt-activation/part-330
ex:phase-distortion
—
isModularblah/watt-activation/part-382
true
—
isRedundantIfblah/watt-activation/part-402
ex:decoder-is-encoding-table
—
isInstanceOfblah/watt-activation/part-437
ex:nn-linear-layer
—
fusesIdenticallyToblah/watt-activation/part-437
ex:vanilla-mlp-layers
—
hasParametersblah/watt-activation/part-607
153
—
usesLnFGammablah/watt-activation/part-684
ex:ln-f-gamma
—
typeblah/watt-activation/180
ex:ProcessStep
—
labelblah/watt-activation/188
readout
—
updatedByblah/watt-activation/193
ex:loss-gradient
—
implementedAsblah/watt-activation/196
zero-padded proj_in output
—
typeblah/watt-activation/275
ex:ModelLayer
—
labelblah/watt-activation/275
readout
—
hasTernaryWeightsblah/watt-activation/275
true
—
functionIsblah/watt-activation/275
which spectral features contribute to output
—
isSelectionProblemblah/watt-activation/275
true
—
typeblah/watt-activation/435
ex:nn.Linear-Layer
—
typeblah/watt-activation/669
ex:Variable
—
variableNameblah/watt-activation/669
readout

References (17)

17 references
  1. [1]Part 395 facts
    ctx:discord/blah/random/part-39
  2. [2]Part 111 fact
    ctx:discord/blah/vidya/part-11
  3. [3]Part 1931 fact
    ctx:discord/blah/watt-activation/part-193
  4. [4]Part 2772 facts
    ctx:discord/blah/watt-activation/part-277
  5. [5]Part 3302 facts
    ctx:discord/blah/watt-activation/part-330
  6. [6]Part 3821 fact
    ctx:discord/blah/watt-activation/part-382
  7. [7]Part 4021 fact
    ctx:discord/blah/watt-activation/part-402
  8. [8]Part 4372 facts
    ctx:discord/blah/watt-activation/part-437
  9. [9]Part 6071 fact
    ctx:discord/blah/watt-activation/part-607
  10. [10]Part 6841 fact
    ctx:discord/blah/watt-activation/part-684
  11. [11]1801 fact
    ctx:discord/blah/watt-activation/180
    • full textwatt-activation-180
      text/plain2 KBdoc:agent/watt-activation-180/85d3802b-f63a-40de-acbc-889407c3b80c
      Show excerpt
      [2026-03-10 01:46] lisamegawatts: yes compute it and use that to modulate, i think we probably need to get rid of softmax or ask for a more principled alternative and a config flag. then on the xero harmonics, ask it about using the tempera…
  12. [12]1881 fact
    ctx:discord/blah/watt-activation/188
    • full textwatt-activation-188
      text/plain3 KBdoc:agent/watt-activation-188/0b24c5f9-ca6d-47b7-9d97-98b6fac36e0c
      Show excerpt
      [2026-03-10 03:16] xenonfun: well I imagine data from working RotAdamW will be informative for it as to how to correct behavior / step issues in LoheOptimizer [2026-03-10 03:17] xenonfun: also that will be recorded [2026-03-10 03:38] xenonf…
  13. [13]1931 fact
    ctx:discord/blah/watt-activation/193
    • full textwatt-activation-193
      text/plain3 KBdoc:agent/watt-activation-193/b982ee37-c42f-49ed-bcc9-0f5b6259a2c9
      Show excerpt
      [2026-03-10 04:26] lisamegawatts: if its now unfrozen, try the energy loss one [2026-03-10 04:26] xenonfun: ``` Root cause: The loss-gradient-derived coupling update is structurally anti-synchronizing. Coupling should be driven by Kuramoto …
  14. [14]1961 fact
    ctx:discord/blah/watt-activation/196
    • full textwatt-activation-196
      text/plain3 KBdoc:agent/watt-activation-196/365c341f-1760-47af-88b6-891859135088
      Show excerpt
      [2026-03-10 05:43] xenonfun: ⏺ Fine-tune works correctly: val ppl 349.9 — matching the documented 349.6 result. The r_kan=0.5 fix is confirmed stable for fine-tuning. [2026-03-10 05:45] xenonfun: Current state: - Committed: 14cd0c6 — KAN …
  15. [15]2755 facts
    ctx:discord/blah/watt-activation/275
    • full textwatt-activation-275
      text/plain3 KBdoc:agent/watt-activation-275/149bf24b-54fb-4412-b289-e2e03bccffe2
      Show excerpt
      [2026-03-13 20:46] xenonfun: ⏺ This tells a clear story: Current trained weights are NOT naturally ternary. Only ~46% of values are near {-1, 0, 1} after scaling (random Gaussian would give ~47%, so no better than chance). Relative err…
  16. [16]4351 fact
    ctx:discord/blah/watt-activation/435
    • full textwatt-activation-435
      text/plain2 KBdoc:agent/watt-activation-435/6e80af4f-2aed-449f-9f6a-4750597bfb8e
      Show excerpt
      [2026-03-20 06:59] xenonfun: ``` ⏺ You're right. The PR #7 results (p=0.005, d=2.57, 5/5 seeds) were validated with a specific fusion operator — _block_diagonal_transfer() on vanilla nn.Linear layers. The fusion level (how weights map be…
  17. [17]6692 facts
    ctx:discord/blah/watt-activation/669
    • full textwatt-activation-669
      text/plain2 KBdoc:agent/watt-activation-669/c47511f7-467b-4d6e-81ea-f979d2266ead
      Show excerpt
      [2026-04-20 14:23] xenonfun: ``` ⏺ Task #35 wired up. Summary of changes: - harmonic-core/src/advanced_optimizers.rs:192 — KuramotoAdamWState now derives Clone + Serialize + Deserialize; added with_config and is_active helpers. - …

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