readout layer
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
readout layer has 12 facts recorded in Dontopedia across 5 references, with 1 live disagreement.
Mostly:rdf:type(3), works against(1), learns to use whichever groups are informative(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (4)
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.
appliesTernaryToApplies Ternary to(1)
- Config 2
ex:config-2
expectedLocationOfGapExpected Location of Gap(1)
- Ablation Study
ex:ablation-study
identifiesSolverIdentifies Solver(1)
- No Dynamics Reasoning
ex:no-dynamics-reasoning
presupposesCooperateViaReadoutPresupposes Cooperate Via Readout(1)
- Groups
ex:groups
Other facts (10)
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.
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Network Layer | [3] |
| Rdf:type | Neural Network Layer | [4] |
| Rdf:type | Neural Network Layer | [5] |
| Works Against | Lowest Harmonic | [1] |
| Learns to Use Whichever Groups Are Informative | Informative Groups | [2] |
| Necessarily Learns Useful Groups | Informative Groups | [2] |
| Needs to Work Against | Lowest Harmonic | [3] |
| Layer Count | 6 | [4] |
| Magnitude Sensitivity | sensitive | [4] |
| Uses Resource | Informative Group | [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.
References (5)
ctx:discord/blah/watt-activation/part-222ctx:discord/blah/watt-activation/part-438ctx:discord/blah/watt-activation/221- full textwatt-activation-221text/plain3 KB
doc:agent/watt-activation-221/e0005456-0b09-4b84-acc8-f25edcea5058Show excerpt
[2026-03-11 04:51] lisamegawatts: it goes to 11: Block 10 emerges spontaneously as a mean-field synchronization hub — the full ring collapses to the DC Kuramoto mode. Block 11 immediately anti-synchronizes against it (high-frequency ri…
ctx:discord/blah/watt-activation/276- full textwatt-activation-276text/plain3 KB
doc:agent/watt-activation-276/53331a47-df58-4d3f-a691-96a8098e7b35Show excerpt
[2026-03-13 21:31] xenonfun: ⏺ Results are in: ``` ┌───────────────┬───────────────┬────────────────────────────────┬───────┐ │ │ fp32 │ Ternary 1.58-bit │ Delta │ ├───────────────┼───────────────┼…
ctx:discord/blah/watt-activation/436- full textwatt-activation-436text/plain2 KB
doc:agent/watt-activation-436/bc2ae024-df8e-494b-a583-969758bd9091Show excerpt
[2026-03-20 07:02] xenonfun: ⏺ That's a sharper take. Strip it to the essentials: Basic oscillators with natural frequencies on S^{d-1}. No Lohe sync, no coupling dynamics. The combinatorics of mixing groups from different clients IS the…
See also
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