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gumbel_sample

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

gumbel_sample appears in the code Syntology harvested for 15 papers, as 16 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 2 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_sample 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 10 of the 16 distinct code bodies named gumbel_sample; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
4ran · fixture could not drive it
2ran
6unverified
2fingerprinted

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

15 papers shown of 15, 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, and the graph's for 3 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
Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting added by Syntology 2026-05 (from id) ljl8336/PPM/layers/SVQ/SVQ_block.py 920615834753c0f1 ran · our draft was wrong Apache-2.0 (permissive)
Step-Wise Refusal Dynamics in Autoregressive and Diffusion Language Models added by Syntology 1 Feb 2026 ZichenWen1/DIJA/MMaDA/models/sampling.py 54486de625187d2a ran · fixture could not drive it Apache-2.0 (permissive)
Simple Policy Gradients for Reasoning with Diffusion Language Models added by Syntology 5 Oct 2025 probablyabot/agrpo/generate.py a7c4e85e89c9c067 unverified MIT (permissive)
UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens 20 May 2025 arctanxarc/unictokens/models/sampling.py 8ad18d39129fe86a unverified Apache-2.0 (permissive)
GFT: Graph Foundation Model with Transferable Tree Vocabulary 9 Nov 2024 zehong-wang/gft/GFT/model/vq.py 4755d07ad4a639cb ran · our draft was wrong MIT (permissive)
Self-Supervised Speech Quality Estimation and Enhancement Using Only Clean Speech 26 Feb 2024 JasonSWFu/VQscore/models/VQVAE_models.py fb5ef568d9dbf7b5 ran no licence file found · pointer only
LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPS 28 Nov 2023 VITA-Group/LightGaussian/vectree/vectree.py 06047730822c3b0d ran · fixture could not drive it licence not identified · pointer only
VQGraph: Rethinking Graph Representation Space for Bridging GNNs and MLPs 4 Aug 2023 yangling0818/vqgraph/vq.py b91addd507f9e21a ran · fixture could not drive it no licence file found · pointer only
VampNet: Music Generation via Masked Acoustic Token Modeling 10 Jul 2023 hugofloresgarcia/vampnet/vampnet/modules/transformer.py 1a3c2fe46aeb41b8 ran MIT (permissive)
Unsupervised Learning of Temporal Abstractions with Slot-based Transformers 25 Mar 2022 agopal42/slottar/baselines_utils.py 98d89b921bd24bf2 unverified MIT (permissive)
Block-Recurrent Transformers 11 Mar 2022 lucidrains/block-recurrent-transformer-pytorch/block_recurrent_transformer_pytorch/block_recurrent_transformer_pytorch.py 41e347331d03a86c ran · fixture could not drive it MIT (permissive)
Generating Narrative Text in a Switching Dynamical System 8 Apr 2020 StonyBrookNLP/SLDS-Stories/utils.py 509f852bce1cc974 unverified MIT (permissive)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 lucidrains/electra-pytorch/electra_pytorch/electra_pytorch.py 00982897fc3374b0 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 340d3b3d2515a22b ran · our draft was wrong fingerprinted MIT (permissive)
CompILE: Compositional Imitation Learning and Execution 4 Dec 2018 tkipf/compile/utils.py 8e3d3b1f9ebd5a26 unverified MIT (permissive)
arXiv:2023.acl-short.31 JFChi/PLUE/pretraining/ELECTRA/model.py 766f6ff2257d9a0c unverified 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