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generate_samples

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

generate_samples appears in the code Syntology harvested for 16 papers, as 15 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 1 of the code bodies carries 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 generate_samples 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 5 of the 15 distinct code bodies named generate_samples; 10 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
3ran
10unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 7 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, and the graph's for 1 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
Arithmetic in the Wild: Llama uses Base-10 Addition to Reason About Cyclic Concepts added by Syntology 2026-05 (from id) goodfire-ai/arithmetic-wild/src/fourier_probes/pca_fourier_probes_sweep.py d0869cb2a6ea673c ran fingerprinted no licence file found · pointer only
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version 24 Oct 2024 kvmduc/TEAM-topo-evo-traffic-forecasting/utils/data_convert.py 9dc0173af6e1dfb9 unverified no licence file found · pointer only
Scaling Diffusion Language Models via Adaptation from Autoregressive Models 23 Oct 2024 HKUNLP/DiffuLLaMA/model.py 2d05c810fd8d785d unverified no licence file found · pointer only
Text-Guided Molecule Generation with Diffusion Language Model 20 Feb 2024 deno-v/tgm-dlm/improved-diffusion/control_gen/baseline_control.py bd70407415c5ed19 ran no licence file found · pointer only
Splitwise: Efficient generative LLM inference using phase splitting 2023-11 (from id) Mutinifni/splitwise-sim/generate_trace.py 506db674bec6177c unverified MIT (permissive)
Instilling Inductive Biases with Subnetworks 17 Oct 2023 rock-z/instilling-inductiva-bias/math/utils.py 4093d31d217c9e02 ran no licence file found · pointer only
Sampling-Based Accuracy Testing of Posterior Estimators for General Inference 6 Feb 2023 Ciela-Institute/tarp/scripts/gaussian.py 435169c3d2a565bb ran · our draft was wrong MIT (permissive)
TabDDPM: Modelling Tabular Data with Diffusion Models 30 Sep 2022 yifei-liu-stat/syn/conditional/utils/ddpm.py 0ba9a28441c16b29 unverified MIT (permissive)
Teaching Models to Express Their Uncertainty in Words 28 May 2022 sylinrl/calibratedmath/dataset.py edd0fad862fa1892 unverified no licence file found · pointer only
Diffusion-LM Improves Controllable Text Generation 27 May 2022 xiangli1999/diffusion-lm/improved-diffusion/control_gen/baseline_control.py bd70407415c5ed19 ran Apache-2.0 (permissive)
Make It Move: Controllable Image-to-Video Generation with Text Descriptions 6 Dec 2021 youncy-hu/mage/train_vqvae.py 985a9706d3062c92 unverified Apache-2.0 (permissive)
Bias in Machine Learning Software: Why? How? What to do? 25 May 2021 joymallyac/Fair-SMOTE/Generate_Samples.py c7d03937e3c8925b unverified Apache-2.0 (permissive)
Anytime Sampling for Autoregressive Models via Ordered Autoencoding 23 Feb 2021 newbeeer/anytime-auto-regressive-model/vqvae.py f240c71dd79d8c7b ran · our draft was wrong no licence file found · pointer only
Robust pricing and hedging via neural SDEs 8 Jul 2020 ericavanee/bicausal_wasserstein_mtglproj/src/adapted_mtgl/mtgl_test/ada_emp_dist.py 5ac4c9297ca552b1 unverified MIT (permissive)
Learning Kernel Tests Without Data Splitting 3 Jun 2020 MPI-IS/tests-wo-splitting/tests_wo_split/datasets/generate_data.py 5d33a90d85794f63 unverified MIT (permissive)
Generative Dual Adversarial Network for Generalized Zero-shot Learning 12 Nov 2018 stevehuanghe/GDAN/valtest_gdan.py a2385e7b5e1c63a3 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