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mxgmn
ConvChain
C#2016–2022
mxgmn / ConvChain

ConvChain

Bitmap generation from a single example with convolutions and MCMC

2Distinct people
3Mentions
0Explicit recommenders
788GitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

Bitmap generation from a single example with convolutions and MCMC

GitHub

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

No other repository is repeatedly linked in the same discussions.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 1:49:46 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by year3 dated mentions

Observed mentions: 2016-09-30 17:36:13 UTC to 2022-12-20 15:36:58 UTC.

0122016-01-01 00:00:00 UTC to 2017-01-01 00:00:00 UTC (exclusive): 2 mentions; 0 submissions, 2 comments20162017-01-01 00:00:00 UTC to 2018-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2018-01-01 00:00:00 UTC to 2019-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2019-01-01 00:00:00 UTC to 2020-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments20192020-01-01 00:00:00 UTC to 2021-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-01-01 00:00:00 UTC to 2022-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-01 00:00:00 UTC to 2023-01-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 comments2022

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
20162016-01-01 00:00:00 UTC2017-01-01 00:00:00 UTC202
20172017-01-01 00:00:00 UTC2018-01-01 00:00:00 UTC000
20182018-01-01 00:00:00 UTC2019-01-01 00:00:00 UTC000
20192019-01-01 00:00:00 UTC2020-01-01 00:00:00 UTC000
20202020-01-01 00:00:00 UTC2021-01-01 00:00:00 UTC000
20212021-01-01 00:00:00 UTC2022-01-01 00:00:00 UTC000
20222022-01-01 00:00:00 UTC2023-01-01 00:00:00 UTC101

What Hacker News says

3 sources
As others have mentioned, this is "just" constraint propagation. I think much of the success is that it's a simple idea to grasp and implement, that provides very good results, and has a compelling name. I don't want to be dismissive, I think it's very cool. The original author of "wave function collapse" also has "convchain" [0] which is similarly "just" using Monte Carlo Markov Chains to sample the space. It's also a kind of "staple" algorithm for physicists, theoretical computer scientists, etc but I guess hasn't caught on as much as WFC. Note that WFC has major problems when the tile set is too constrained. There's a SO question about it [1] and I also happen to have written a small article about it as well [2](). [0] https://github.com/mxgmn/ConvChain [1] https://stackoverflow.com/questions/72721299/why-can-the-wav... [2] https://www
Read the rest
.fxhash.xyz/article/lessons-learned-from-implemen... () trigger warning, it's an NFT but please don't let that stop you from reading
In The “Wavefunction Collapse” generation algorithm explained clearly (2018)

MAKE YOURSELF AT HOME

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