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func

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

func appears in the code Syntology harvested for 29 papers, as 29 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 17 of the papers; 8 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 func 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 17 of the 29 distinct code bodies named func; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
7ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
6ran
12unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 17 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

29 papers shown of 29, 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; 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
An Introduction to Deep Survival Analysis Models for Predicting Time-to-Event Outcomes 1 Oct 2024 georgehc/survival-kernets/auton_survival/utils.py 8a71ec1e151548d6 ran licence not identified · pointer only
Investigating Low-Rank Training in Transformer Language Models: Efficiency and Scaling Analysis 13 Jul 2024 CLAIRE-Labo/StructuredFFN/src/benchmark_eff/cac_batch.py 55c08b060f32da53 ran no licence file found · pointer only
PID: Prompt-Independent Data Protection Against Latent Diffusion Models 14 Jun 2024 PKU-ML/Diffusion-PID-Protection/libsvm/python/brisquequality.py ea2446c1f9293896 ran no licence file found · pointer only
TasTe: Teaching Large Language Models to Translate through Self-Reflection 12 Jun 2024 yutongwang1216/reflectionllmmt/infer/infer_prompt.py 2c2516c9976fbb3d unverified Apache-2.0 (permissive)
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives 15 Mar 2024 li-ronghui/LODGE/metric/keypoint2img.py 6e57517882ffbdf5 ran no licence file found · pointer only
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation 24 Jan 2024 ge-xing/segmamba/3_train.py 10821989c9e63993 ran · violated contract fingerprinted no licence file found · pointer only
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models 19 Nov 2023 docta-ai/docta/docta/core/hoc.py 5a674060ffcfdbd4 ran · our draft was wrong licence not identified · pointer only
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models 19 Nov 2023 Docta-ai/docta/docta/core/hoc.py 0f66f1dc117b565d ran licence not identified · pointer only
PharmacoNet: Accelerating Large-Scale Virtual Screening by Deep Pharmacophore Modeling 1 Oct 2023 seonghwanseo/pharmaconet/screening.py b0b86acf6c8fd414 ran · our draft was wrong MIT (permissive)
A step towards understanding why classification helps regression 21 Aug 2023 silvialaurapintea/reg-cls/1d/make_data1d.py af188df6229ac760 ran fingerprinted no licence file found · pointer only
TIM: Teaching Large Language Models to Translate with Comparison 10 Jul 2023 lemon0830/tim/inference/infer_bloom.py ed08e40bd50484c4 unverified no licence file found · pointer only
Spontaneous Symmetry Breaking in Generative Diffusion Models 31 May 2023 gabrielraya/symmetry_breaking_diffusion_models/diversity_eval.py 899b121e3d100946 unverified MIT (permissive)
Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk 2 Jul 2022 anonNo2/crosstalk-generation/src/beta_code/muti_heatmap_demo.py 97f913018bc28b19 unverified Apache-2.0 (permissive)
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similarities 20 May 2022 joker-xii/clusterea/src/utils.py ec075576300fe613 unverified Apache-2.0 (permissive)
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features 2 Feb 2022 ucsc-real/beyondimages/hoc.py bd60bff3f7c47a28 unverified MIT (permissive)
A Robust Hot Subdwarfs Identification Method Based on Deep Learning 2022-01 (from id) astronomical-data-processing/cnn_spectra_classification/spec_generation.py f34d11007be3a537 ran · violated contract fingerprinted no licence file found · pointer only
Optimization Planning for 3D ConvNets 11 Jan 2022 zhaofanqiu/optimization-planning-for-3d-convnets/train_3d_op.py f5555e4360d6910c ran · violated contract licence not identified · pointer only
Clusterability as an Alternative to Anchor Points When Learning with Noisy Labels 10 Feb 2021 ZhaoweiZhu1995/HOC/hoc.py 5d07bccf4e30a813 unverified MIT (permissive)
Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching 16 Dec 2020 thinklab-sjtu/rgm/dqn_model_r.py c6f677b13c0cb70f ran · fixture could not drive it fingerprinted no licence file found · pointer only
Continuous-mixture Autoregressive Networks for efficient variational calculation of many-body systems 2020-05 (from id) Anguswlx/VAN2XY/correlator.py 8a049aebba72835a unverified MIT (permissive)
Approximate Inference for Fully Bayesian Gaussian Process Regression 31 Dec 2019 vr308/Generalised-Gaussian-Processes/experiments/demo_1d_regression.py 8da9e8b61aaa0969 ran · violated contract fingerprinted no licence file found · pointer only
A Graph Autoencoder Approach to Causal Structure Learning 18 Nov 2019 ThinkNaive/GAE-PSP/pool.py 0ba86f3f50731cbd ran · violated contract fingerprinted no licence file found · pointer only
Batch Active Learning Using Determinantal Point Processes 19 Jun 2019 Stanford-ILIAD/DPP-Batch-Active-Learning/reward_learning/algos.py 36a4e0da182e8207 unverified MIT (permissive)
Deep Learning for Classical Japanese Literature 3 Dec 2018 huckiyang/MOT-Kuzushiji-Fashion-Video/modules/submodules.py 79c9ed66ab16aba7 unverified MIT (permissive)
Batch Active Preference-Based Learning of Reward Functions 10 Oct 2018 Stanford-ILIAD/batch-active-preference-based-learning/algos.py 274e1610509d19a0 unverified MIT (permissive)
On the Intrinsic Dimensionality of Image Representations 26 Mar 2018 human-analysis/intrinsic-dimensionality/ID_estimate/ID_graph_largedata.py 073babdc8a31a49d ran · violated contract fingerprinted no licence file found · pointer only
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning 14 Nov 2017 rahulcoding/CheXNet/denseNet_localization.py 7fc4e9d73fe8bdc0 ran · violated contract fingerprinted GPL-3.0 (copyleft) · pointer only
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases 5 May 2017 identical code first harvested elsewhere 7fc4e9d73fe8bdc0 ran · violated contract fingerprinted licence of this copy not recorded
Axiomatic Attribution for Deep Networks 4 Mar 2017 jankrepl/mildlyoverfitted/mini_tutorials/gradient_wrt_input/explain.py 671a764793394b27 ran · our draft was wrong MIT (permissive)
arXiv:ijcai2023_0486 nabenabe0928/constrained-tpe/optimize_toy.py 9f706c663759bcdb unverified Apache-2.0 (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