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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

diffusion · q(x_t|x_{t-1})

This relation defines q(x_t|x_{t-1}) in the source section “diffusion · q(x_t|x_{t-1})”. Takes a square root, requiring a nonnegative real radicand when interpreted over the reals. Its interpretation depends on the source’s stated variables and conditions; this record…

Implementation mathematicsSource recovered; runtime not executed
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gh-eq-854d7e73bbf0c013source-comment-equation
q(xt∣xt−1)=N(√(1−βt)xt−1,βtI)q(x_t|x_{t-1}) = N(√(1-β_t)x_{t-1}, β_t I)

Read the equation

This relation defines q(x_t|x_{t-1}) in the source section “diffusion · q(x_t|x_{t-1})”. Takes a square root, requiring a nonnegative real radicand when interpreted over the reals. Its interpretation depends on the source’s stated variables and conditions; this record does not assign an unprovided physical or cognitive meaning to them.

Terms & definitions

The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.

How it works

  1. Read q(x_t|x_{t-1}) as the quantity being defined or updated by this relation.

  2. Takes a square root, requiring a nonnegative real radicand when interpreted over the reals.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

  • This source expression was recovered from the pinned code revision. Its presence does not establish that the associated program was built, run, or scientifically validated.

Original context

Read the surrounding source passage
// Package diffusion implements diffusion generators (11-25)
// q(x_t|x_{t-1}) = N(√(1-β_t)x_{t-1}, β_t I)
package diffusion

import (
	"math"
	"math/rand"

	"generator_core/pkg/consciousness"
	"generator_core/pkg/generators"
)
Exact original notation
q(x_t|x_{t-1}) = N(√(1-β_t)x_{t-1}, β_t I)

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Sources & provenance

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