Sampler
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
Sampler has 3 facts recorded in Dontopedia across 2 references, with 1 live disagreement.
3 facts·2 predicates·2 sources·1 in dispute
Maturity scale
raw canonical shape-checked rule-derived certifiedOther facts (3)
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.
3 facts
| Predicate | Value | Ref |
|---|---|---|
| Uses | Sampling Weights | [1] |
| Uses | Sampling Weights Formula | [2] |
| Teleologically Balances | Exposure and Doremi | [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.
—
teleologicallyBalancesblah/watt-activation/part-707
ex:exposure-and-doremi
—
usesblah/watt-activation/part-707
ex:sampling-weights
—
usesblah/watt-activation/704
ex:sampling-weights-formula
References (2)
2 references
ctx:discord/blah/watt-activation/part-707ctx:discord/blah/watt-activation/704- full textwatt-activation-704text/plain3 KB
doc:agent/watt-activation-704/f1adf805-6f9b-4ec3-8cd5-4fef33d74eacShow excerpt
[2026-05-01 21:57] xenonfun: what it had just finished and was ready: Done. I added the exposure-aware DoReMi governor with a heavy repeat penalty after one epoch/wrap. Core behavior is in [experiments/e7_zinit_depth.py](/home/ms/harmonicr…
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.