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Sampler

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

Sampler appears in the code Syntology harvested for 21 papers, as 24 distinct code bodies found in 24 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 Sampler 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 11 of the 24 distinct code bodies named Sampler; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
11ran
13unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 24 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

21 papers shown of 21, newest first; 24 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 4 papers added by Syntology. 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
Contrastive ESA: Human Evaluation of Multiple Translations at Once Vilém Zouhar ETH Zurich added by Syntology 2026-07 (from id) zouharvi/cESA/evaluation_contrastive/annotation_sampler.py 069095bd5c04f8ec unverified MIT (permissive)
Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension added by Syntology 2026-05 (from id) Evolutionary-Intelligence/pypop/pypop7/optimizers/bo/lamcts.py b686ac8a146e53df unverified GPL-3.0 (copyleft) · pointer only
Drift-Aware Variational Autoencoder-based Anomaly Detection with Two-level Ensembling added by Syntology 2026-02 (from id) Jin000001/VAEESDD/class_nn_ae_variational.py dc573535cee840d1 ran fingerprinted no licence file found · pointer only
Improving Regret Approximation for Unsupervised Dynamic Environment Generation added by Syntology 2026-01 (from id) HarryMJMead/Dynamic-Environment-Generation-for-UED/src/jaxued/level_sampler.py 60892182d98eb304 ran no licence file found · pointer only
Critical Iterative Denoising: A Discrete Generative Model Applied to Graphs 27 Mar 2025 yoboget/sid/sample.py aa5672b8c79b1431 unverified no licence file found · pointer only
Training Hamiltonian neural networks without backpropagation 26 Nov 2024 AlphaGergedan/Sampling-HNNs/src/trainer/sampler.py fb200b122841b6cc unverified MIT (permissive)
Guaranteed Generation from Large Language Models 9 Oct 2024 naver/guard/disco/samplers/quasi_rejection_sampler.py 0ecafc2a34259866 unverified licence not identified · pointer only
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences 10 Jul 2024 nik-dim/palora/src/callbacks/methods/palora.py 8f4dd15fcc2cd0f5 ran · metamorphic tier: deterministic MIT (permissive)
Cooperative Minibatching in Graph Neural Networks 19 Oct 2023 gt-tdalab/dgl-coop/python/dgl/dataloading/labor_sampler.py 228613fed63ef133 unverified Apache-2.0 (permissive)
Assessment of the Reliablity of a Model's Decision by Generalizing Attribution to the Wavelet Domain 24 May 2023 gabrielkasmi/spectral-attribution/spectral_sobol/torch_explainer.py dd9f4a6339412a24 unverified GPL-3.0 (copyleft) · pointer only
Guiding Energy-based Models via Contrastive Latent Variables 6 Mar 2023 hankook/clel/models/ebm.py 4f411de8765f652a unverified no licence file found · pointer only
Diffusion Posterior Sampling for General Noisy Inverse Problems 29 Sep 2022 probabilists/azula/azula/guidance/dps.py 63d1de06f843e96d unverified MIT (permissive)
Deep Generalized Schrödinger Bridge 20 Sep 2022 ghliu/deepgsb/deepgsb/sb_policy.py 45a23b03f8acef82 ran fingerprinted Apache-2.0 (permissive)
DAS: Densely-Anchored Sampling for Deep Metric Learning 30 Jul 2022 lizhaoliu-Lec/DAS/datasampler/d2_coreset_sampler.py 5904b0baadcac152 unverified MIT (permissive)
Fast Sampling of Diffusion Models with Exponential Integrator 29 Apr 2022 probabilists/azula/azula/sample.py 2604445654b63d20 unverified MIT (permissive)
Structured Denoising Diffusion Models in Discrete State-Spaces 7 Jul 2021 xiaoiker/meta_dpm/models/absorbing_diffusion.py 71964bb493b3fa09 ran · metamorphic tier: deterministic MIT (permissive)
Structured Denoising Diffusion Models in Discrete State-Spaces 7 Jul 2021 samb-t/unleashing-transformers/models/absorbing_diffusion.py e7b664d9cbec19fd ran · metamorphic tier: deterministic MIT (permissive)
Stochastic Gradient Descent-Ascent and Consensus Optimization for Smooth Games: Convergence Analysis under Expected Co-coercivity 30 Jun 2021 hugobb/StochasticGamesOpt/hamiltonian/algorithms/co.py 2404a86f26725bdd ran MIT (permissive)
A Contour Stochastic Gradient Langevin Dynamics Algorithm for Simulations of Multi-modal Distributions 19 Oct 2020 WayneDW/Contour-Stochastic-Gradient-Langevin-Dynamics/solver.py 16365f74feeaad3a ran Apache-2.0 (permissive)
A Contour Stochastic Gradient Langevin Dynamics Algorithm for Simulations of Multi-modal Distributions 19 Oct 2020 waynedw/interacting-contour-stochastic-gradient-langevin-dynamics/resnet100_cifar100/sgmcmc.py 4b4d962219cf43f7 unverified MIT (permissive)
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC 12 Aug 2020 WayneDW/Variance_Reduced_Replica_Exchange_SGMCMC/sgmcmc.py bd03d320ee349a01 ran no licence file found · pointer only
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC 12 Aug 2020 gaoliyao/Replica_Exchange_Stochastic_Gradient_MCMC/sgmcmc.py cf36f84e0e7fbcd1 ran MIT (permissive)
The Curious Case of Neural Text Degeneration 22 Apr 2019 labmlai/annotated_deep_learning_paper_implementations/labml_nn/sampling/nucleus.py 7d8fed5b92965553 unverified MIT (permissive)
Hindsight Experience Replay 5 Jul 2017 YangRui2015/Modular_HER/mher/samplers/her_sampler.py 8c4664b53d0576fa ran 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