Dontopedia

Complex attention (lohe_complex)

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

Complex attention (lohe_complex) has 7 facts recorded in Dontopedia across 4 references, with 1 live disagreement.

7 facts·4 predicates·4 sources·1 in dispute

Mostly:is better attention variant for(2), rdf:type(2), most likely causes(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (3)

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.

hasAttentionTypeHas Attention Type(1)

implementsVariantImplements Variant(1)

usesVariantUses Variant(1)

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.

6 facts
PredicateValueRef
Is Better Attention Variant forWire Encoding[2]
Is Better Attention Variant forWire Encoding[3]
Rdf:typeAttention Variant[3]
Rdf:typeFeature[4]
Most Likely Causes0 7 Bpb Improvement[1]
Statustested[4]

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.

mostLikelyCausesblah/watt-activation/part-336
ex:0-7-bpb-improvement
isBetterAttentionVariantForblah/watt-activation/part-337
ex:wire-encoding
typeblah/watt-activation/335
ex:AttentionVariant
isBetterAttentionVariantForblah/watt-activation/335
ex:wire-encoding
typeblah/watt-activation/475
ex:Feature
labelblah/watt-activation/475
Complex attention (lohe_complex)
statusblah/watt-activation/475
tested

References (4)

4 references
  1. [1]Part 3361 fact
    ctx:discord/blah/watt-activation/part-336
  2. [2]Part 3371 fact
    ctx:discord/blah/watt-activation/part-337
  3. [3]3352 facts
    ctx:discord/blah/watt-activation/335
    • full textwatt-activation-335
      text/plain2 KBdoc:agent/watt-activation-335/dd79a73c-09f4-4ca4-992c-61e51914a192
      Show excerpt
      [2026-03-15 14:31] xenonfun: ⏺ 8.40M params — essentially the same as the lohe_spherical run (8.45M). Same model size, same data shape, but lohe_complex + SEQ=256 reached ppl=6.1 in 855 steps vs 40,000 steps. That's a ~47× faster converg
  4. [4]4753 facts
    ctx:discord/blah/watt-activation/475
    • full textwatt-activation-475
      text/plain2 KBdoc:agent/watt-activation-475/e1172583-2318-4515-b9d4-b2208603f689
      Show excerpt
      [2026-03-21 20:42] xenonfun: ``` ⏺ Clean tree, all pushed. Here's the full session summary: Session Summary: 15 commits, ~20K new lines FedSym Evolutionary Framework (complete): - 15 modules: config, activation, unit, training, fusi

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.