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once

Syntologyentry name in harvested coderead from the graph 2026-09-24

once appears in the code Syntology harvested for 16 papers, as 2 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 16 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named once do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 2 of the 2 distinct code bodies named once; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
0ran
0unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 16 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

16 papers shown of 16, newest first; 16 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
arXiv:2506.13064 2025-06 (from id) KaiTang-eng/CoIFNet/model/CoIFNet.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Diffusion Models without Classifier-free Guidance 17 Feb 2025 lucidrains/classifier-free-guidance-pytorch/classifier_free_guidance_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
FLowHigh: Towards Efficient and High-Quality Audio Super-Resolution with Single-Step Flow Matching 9 Jan 2025 jjunak-yun/FLowHigh_code/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Community Research Earth Digital Intelligence Twin (CREDIT) 9 Nov 2024 ncar/miles-credit/credit/attend.py 52e10a7d6b0fa036 ran · our draft was wrong Apache-2.0 (permissive)
Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion 1 Jul 2024 buoyancy99/diffusion-forcing/algorithms/diffusion_forcing/models/attention.py 52e10a7d6b0fa036 ran · our draft was wrong no licence file found · pointer only
Tackling Structural Hallucination in Image Translation with Local Diffusion 9 Apr 2024 edshkim98/localdiffusion-hallucination/attend.py 52e10a7d6b0fa036 ran · our draft was wrong no licence file found · pointer only
Content-based Controls For Music Large Language Modeling 26 Oct 2023 kikyo-16/coco-mulla-repo/coco_mulla/utilities/model_utils.py 52e10a7d6b0fa036 ran · our draft was wrong no licence file found · pointer only
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting 10 Oct 2023 lucidrains/iTransformer/iTransformer/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Improving Unsupervised Visual Program Inference with Code Rewriting Families 26 Sep 2023 BardOfCodes/coref/coref/model/flash_attention.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale 23 Jun 2023 lucidrains/voicebox-pytorch/voicebox_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers 18 Apr 2023 lucidrains/naturalspeech2-pytorch/naturalspeech2_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Scaling up GANs for Text-to-Image Synthesis 9 Mar 2023 lucidrains/gigagan-pytorch/gigagan_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Dual PatchNorm 2 Feb 2023 lucidrains/MEGABYTE-pytorch/MEGABYTE_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
Muse: Text-To-Image Generation via Masked Generative Transformers 2 Jan 2023 lucidrains/muse-pytorch/muse_maskgit_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness 27 May 2022 lucidrains/block-recurrent-transformer-pytorch/block_recurrent_transformer_pytorch/block_recurrent_transformer_pytorch.py 2ae574072ec6f776 ran · our draft was wrong MIT (permissive)
Self-supervised Learning with Random-projection Quantizer for Speech Recognition 3 Feb 2022 lucasnewman/best-rq-pytorch/best_rq_pytorch/attend.py 52e10a7d6b0fa036 ran · our draft was wrong MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections