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Kuramoto Attention

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

Kuramoto Attention has 8 facts recorded in Dontopedia across 3 references, with 1 live disagreement.

8 facts·7 predicates·3 sources·1 in dispute

Mostly:returns(2), beats(1), superior to(1)

Maturity scale raw canonical shape-checked rule-derived certified

Returnsin disputereturns

Beatsbeats

Superior tosuperiorTo

Outputsoutputs

Is IdealisIdeal

  • true[2]all time · Part 197

Outperformsoutperforms

Rdfs:labelrdfs:label

  • Kuramoto attention[3]all time · 326

Inbound mentions (2)

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.

proposesIdealProposes Ideal(1)

showedSuperiorityShowed Superiority(1)

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.

8 undated
—
beatsblah/watt-activation/part-328
ex:softmax
—
isIdealblah/watt-activation/part-197
true
—
outperformsblah/watt-activation/326
ex:softmax-attention
—
outputsblah/watt-activation/part-197
ex:oscillator-state
—
labelblah/watt-activation/326
Kuramoto attention
—
returnsblah/watt-activation/part-197
ex:attn-out
—
returnsblah/watt-activation/part-197
ex:info
—
superiorToblah/watt-activation/part-328
ex:softmax

References (3)

3 references
  1. [1]Part 3282 facts
    customctx:discord/blah/watt-activation/part-328
  2. [2]Part 1974 facts
    customctx:discord/blah/watt-activation/part-197
  3. [3]watt-activation-3262 facts
    customctx:discord/blah/watt-activation/326
    • full textwatt-activation-326
      text/plain3 KBdoc:agent/watt-activation-326/13bd929c-8a9b-493f-b61c-5db579a2f719
      Show excerpt
      [2026-03-15 04:22] xenonfun: # What The Literature Review Means For This Result The timing is significant. The search found that: - AKOrN (ICLR 2025) validated Kuramoto oscillators in transformers - SSA (February 2026) showed Kuramoto atte…

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