Direction+gain separation
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
Direction+gain separation has 7 facts recorded in Dontopedia across 2 references.
Mostly:is effective(1), incorporates(1), uses bypass(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (1)
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.
categorizesAsWorkingCategorizes As Working(1)
- Clean Takeaway
ex:clean-takeaway
Other facts (6)
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 |
|---|---|---|
| Is Effective | Vq Experiment | [1] |
| Incorporates | Learned Gain | [1] |
| Uses Bypass | Beta 0 9 Bypass | [1] |
| Rdf:type | Mechanism | [2] |
| Involves Learned Gain | true | [2] |
| Has Bypass Parameter | 0.9 | [2] |
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 (2)
ctx:discord/blah/watt-activation/part-286ctx:discord/blah/watt-activation/284- full textwatt-activation-284text/plain2 KB
doc:agent/watt-activation-284/c0d87175-584d-4268-9b87-d373d011109eShow excerpt
[2026-03-13 23:50] xenonfun: Claude: ``` ⏺ Clean takeaway: What works: - Spherical VQ architecture on S^{d-1} - Two-phase training (form codes, then use codes) - Assignment density scaling law (~4 pos/code minimum) - Direction+g…
See also
Keep researching
Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.