The forward noising process has nothing to learn. Every step simply keeps a little less of the image and mixes in a little more fresh noise — a weighted average with a fixed recipe.
Here is a toy version of that recipe, acting on a single pixel. At every step the new value is
where is the fresh noise drawn at that step. A new number is drawn every step.
One pixel starts at . The forward process is run for two steps, and the noise it drew was
| step | noise |
|---|---|
| 1 | |
| 2 |
What is , the value of that pixel after the second step?
Round your answer to 3 decimal places.