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gumbel_noise

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

gumbel_noise appears in the code Syntology harvested for 11 papers, as 7 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 5 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 gumbel_noise 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 6 of the 7 distinct code bodies named gumbel_noise; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
0ran
1unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 12 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

11 papers shown of 11, newest first; 12 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, and the graph's for 1 papers added by Syntology; 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
Step-Wise Refusal Dynamics in Autoregressive and Diffusion Language Models added by Syntology 1 Feb 2026 ZichenWen1/DIJA/MMaDA/models/sampling.py 53202c68f703b2ab ran · our draft was wrong Apache-2.0 (permissive)
UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens 20 May 2025 arctanxarc/unictokens/models/sampling.py 53202c68f703b2ab ran · our draft was wrong Apache-2.0 (permissive)
LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPS 28 Nov 2023 VITA-Group/LightGaussian/vectree/vectree.py 5eaac03d3e73f0db ran · our draft was wrong fingerprinted licence not identified · pointer only
VQGraph: Rethinking Graph Representation Space for Bridging GNNs and MLPs 4 Aug 2023 yangling0818/vqgraph/vq.py d85a55ec5c2984ef ran · honoured contract fingerprinted no licence file found · pointer only
Multi-Granularity Optimization for Non-Autoregressive Translation 20 Oct 2022 yafuly/MGMO-NAT/fairseq/models/nat/iterative_nonautoregressive_transformer.py a2543dc608ad4f8a unverified MIT recorded; this copy not marked cleared · pointer only
Non-Monotonic Latent Alignments for CTC-Based Non-Autoregressive Machine Translation 8 Oct 2022 ictnlp/nmla-nat/fairseq/models/nat/iterative_nonautoregressive_transformer.py a2543dc608ad4f8a unverified MIT recorded; this copy not marked cleared · pointer only
One Reference Is Not Enough: Diverse Distillation with Reference Selection for Non-Autoregressive Translation 28 May 2022 ictnlp/ddrs-nat/fairseq/models/nat/iterative_nonautoregressive_transformer.py a2543dc608ad4f8a unverified MIT recorded; this copy not marked cleared · pointer only
Sequence-Level Training for Non-Autoregressive Neural Machine Translation 15 Jun 2021 ictnlp/Seq-NAT/fairseq/models/nat/iterative_nonautoregressive_transformer.py a2543dc608ad4f8a unverified MIT recorded; this copy not marked cleared · pointer only
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining 16 Feb 2021 lucidrains/coco-lm-pytorch/coco_lm_pytorch/coco_lm_pytorch.py 0897c18b5724ae22 ran · our draft was wrong fingerprinted MIT (permissive)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 lucidrains/electra-pytorch/electra_pytorch/electra_pytorch.py 3f0491e137c5b556 ran · our draft was wrong fingerprinted MIT (permissive)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 lucidrains/electra-pytorch/electra_pytorch/electra_pytorch.py 983767b34d11c495 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2023.acl-short.31 JFChi/PLUE/pretraining/ELECTRA/model.py 983767b34d11c495 ran · our draft was wrong fingerprinted 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