Dontopedia

variance-aware loss

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

variance-aware loss has 5 facts recorded in Dontopedia across 2 references, with 1 live disagreement.

5 facts·3 predicates·2 sources·1 in dispute
Maturity scale raw canonical shape-checked rule-derived certified

Other facts (4)

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4 facts
PredicateValueRef
Improves MetricMae[2]
Improves MetricCorrelation[2]
Improves Correlationnull[1]
Improves Maenull[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.

improvesCorrelationblah/watt-activation/part-515
null
improvesMAEblah/watt-activation/part-515
null
labelblah/watt-activation/512
variance-aware loss
improvesMetricblah/watt-activation/512
ex:mae
improvesMetricblah/watt-activation/512
ex:correlation

References (2)

2 references
  1. [1]Part 5152 facts
    ctx:discord/blah/watt-activation/part-515
  2. [2]5123 facts
    ctx:discord/blah/watt-activation/512
    • full textwatt-activation-512
      text/plain2 KBdoc:agent/watt-activation-512/b9562690-d0ae-4a31-b0ba-f7ce99f7c320
      Show excerpt
      [2026-03-22 21:20] xenonfun: ⏺ MAE 9.77% — same as plain MSE (9.8%). The weighting doesn't hurt but doesn't help either for this dataset. The early-life predictions are already good because the CHON features naturally separate healthy fr

See also

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