Dontopedia

Gradient Estimation

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

Gradient Estimation has 3 facts recorded in Dontopedia across 2 references.

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

Inbound mentions (3)

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isRedundantForwardPassesForIs Redundant Forward Passes for(1)

methodOperationMethod Operation(1)

stepIncludesStep Includes(1)

Other facts (3)

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3 facts
PredicateValueRef
Calculation Method(L₊ - L₋) / (2ε·δ)[1]
Qualitynoisy 1-sample estimate[1]
Uses MechanismForward Perturbations[2]

Timeline

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calculationMethodblah/watt-activation/122
(L₊ - L₋) / (2ε·δ)
qualityblah/watt-activation/122
noisy 1-sample estimate
usesMechanismblah/watt-activation/182
ex:forward-perturbations

References (2)

2 references
  1. [1]1222 facts
    ctx:discord/blah/watt-activation/122
    • full textwatt-activation-122
      text/plain3 KBdoc:agent/watt-activation-122/57649dd0-cec5-4d9a-bc09-bec5f2db2137
      Show excerpt
      [2026-03-09 01:19] xenonfun: ⏺ BP = Backpropagation — whether the optimizer computes gradients via automatic differentiation or not. Adam / RotAdamW use standard backprop: 1. Forward pass → compute loss 2. nn.value_and_grad() → autod
  2. [2]1821 fact
    ctx:discord/blah/watt-activation/182
    • full textwatt-activation-182
      text/plain2 KBdoc:agent/watt-activation-182/68d54e39-55f1-4bc9-a8b7-cf0fd9466f04
      Show excerpt
      [2026-03-10 01:54] xenonfun: smoketests before any other changes, see if they actually do things now. (files: Screenshot_2026-03-09_at_9.54.29_PM.png) [2026-03-10 01:56] xenonfun: and its doing proper vals this time [2026-03-10 01:57] lisam

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