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sampling

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

sampling appears in the code Syntology harvested for 26 papers, as 28 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 13 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 sampling 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 28 distinct code bodies named sampling; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
1ran · fixture could not drive it
6ran
17unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 30 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

26 papers shown of 26, newest first; 30 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 2 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
TALK: Text-attributed Graph Dataset Distillation via Coupling Language Model with Graph-Aware Kernel added by Syntology 2026-06 (from id) thisis05/TaLK/pipelines/distillation_pipeline.py a55bb99e10cf464d unverified MIT (permissive)
Modeling Doppler Shifts in Radial-Velocity Data with Deep Learning toward Earth-mass Exoplanet Detection added by Syntology 2026-06 (from id) igomezv/doppleriann/doppleriann/networks/net_blocks.py be3b71265b0dbf0b ran MIT (permissive)
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data 22 Aug 2024 wangclnlp/vision-llm-alignment/training/ppo_training/ppo_training_utils.py 08e0a124270c05aa unverified no licence file found · pointer only
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation 3 Jul 2024 miccunifi/kdpl/src/trainers/kdpl_utils.py e49b1a864e601506 ran no licence file found · pointer only
Deciphering Oracle Bone Language with Diffusion Models 2 Jun 2024 guanhaisu/OBSD/OBS_Diffusion/FontDiffuser/sample.py 47a12f5b18ca5397 unverified no licence file found · pointer only
Efficient Backpropagation with Variance-Controlled Adaptive Sampling 27 Feb 2024 thu-ml/vcas/vcas/sample_scheme.py d133f23c0715ba63 ran Apache-2.0 (permissive)
Partial Gromov-Wasserstein Metric 6 Feb 2024 mint-vu/PGW_Metric/lib/_utils.py a7e27a1315a1af98 unverified no licence file found · pointer only
The Lottery Ticket Hypothesis in Denoising: Towards Semantic-Driven Initialization 13 Dec 2023 UT-Mao/Initial-Noise-Construction/utils.py 6355029b78c66861 ran · honoured contract no licence file found · pointer only
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection 28 Nov 2023 easonxiao-888/uvcom/uvcom/model.py 396d6e03b0c5d9a7 ran MIT (permissive)
Vision Transformers Need Registers 28 Sep 2023 borisdayma/clip-jax/clip_jax/maxtext/inference_utils.py 5d8736f0387a699d unverified Apache-2.0 (permissive)
LipVoicer: Generating Speech from Silent Videos Guided by Lip Reading 5 Jun 2023 yochaiye/LipVoicer/inference_real_video.py 4f55e2fd270242aa unverified MIT (permissive)
On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models 27 May 2023 engelhard-lab/dnn_treepgm/synthetic.py 3599f178c703e331 unverified MIT (permissive)
Guided Image Synthesis via Initial Image Editing in Diffusion Model 5 May 2023 UT-Mao/Initial-Noise-Editing/utils.py 6355029b78c66861 ran · honoured contract no licence file found · pointer only
DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking 4 Oct 2022 gcorso/diffdock/utils/sampling.py ddec9c8dadb825db unverified MIT (permissive)
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition 24 Aug 2022 lifan-yuan/factmix/process_data.py d57e1fc9b24d799e unverified MIT (permissive)
SERE: Exploring Feature Self-relation for Self-supervised Transformer 10 Jun 2022 MCG-NKU/SERE/main_sere.py 441e68b6af63085e unverified licence not identified · pointer only
LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation 20 May 2022 davidireland3/lense/IM/environment.py 46936d1547cdad31 ran no licence file found · pointer only
It's Raw! Audio Generation with State-Space Models 20 Feb 2022 albertfgu/diffwave-sashimi/generate.py 8765bfcc420abc33 ran · fixture could not drive it MIT (permissive)
Deep Bayesian Unsupervised Lifelong Learning 13 Jun 2021 KingSpencer/DBULL/DBULL_dp.py b60959ebdc07b9a5 unverified MIT (permissive)
Deep Bayesian Unsupervised Lifelong Learning 13 Jun 2021 KingSpencer/DBULL/DBULL_dp_online_percentage.py 7c5003d7f7561fdf unverified MIT (permissive)
Deep Bayesian Unsupervised Lifelong Learning 13 Jun 2021 KingSpencer/DBULL/get_mnist_latent.py 2eca652b5973f715 unverified MIT (permissive)
Meta-Learning Bidirectional Update Rules 10 Apr 2021 google-research/google-research/meta_learning_without_memorization/pose_code/np_bbb.py 503db301e1432cad ran · our draft was wrong Apache-2.0 (permissive)
Dialogue State Induction Using Neural Latent Variable Models 13 Aug 2020 taolusi/dialogue-state-induction/model/dsi_gm.py 4ed9d40db1b48a4c ran · our draft was wrong fingerprinted no licence file found · pointer only
Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches 16 Jul 2019 MaurizioFD/RecSys2019_DeepLearning_Evaluation/Conferences/IJCAI/ConvNCF_our_interface/ConvNCF.py 7df4bfdf341a52b0 ran · honoured contract AGPL-3.0 (copyleft) · pointer only
Contrastive Variational Autoencoder Enhances Salient Features 12 Feb 2019 abidlabs/contrastive_vae/celeb_utils.py 6a6cd6af807e9036 unverified MIT (permissive)
3D MRI brain tumor segmentation using autoencoder regularization 27 Oct 2018 IAmSuyogJadhav/3d-mri-brain-tumor-segmentation-using-autoencoder-regularization/model.py dfdb680d0146476b unverified MIT (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 GiuliaLavizzari/ML4thesis/VAEmodel/VAEmodel.py 31bbc032f4abe1a0 ran · metamorphic tier: well formed no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 DylanSpicker/STAT923-Final-Project/VAE/vae.py af1fb97866016179 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 a-d-wicklund/ece283_final_project/vae_train_original.py 9a59c5178a8773c5 unverified no licence file found · pointer only
arXiv:Xiao_Bridging_the_Gap_A_Unified_Video_Comprehension_Framework_for_Moment_CVPR_2024_paper EasonXiao-888/UVCOM/uvcom/model.py 396d6e03b0c5d9a7 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".

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