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worker

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

worker appears in the code Syntology harvested for 16 papers, as 17 distinct code bodies found in 18 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 0 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 worker 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 9 of the 17 distinct code bodies named worker; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 8 of the 18 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; 18 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. 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
Beyond Visual Fidelity: Benchmarking Super-Resolution Models for Large-Scale Remote Sensing Imagery via Downstream Task Integration added by Syntology 2026-05 (from id) ai-spatial/GeoSR-Bench/MODIS_L8/SR_Models/SeD_M2L8/extract_subimages.py b4099b2262955373 ran no licence file found · pointer only
Beyond One-Size-Fits-All: Adaptive Subgraph Denoising for Zero-Shot Graph Learning with Large Language Models added by Syntology 2026-03 (from id) mysteriouslfz/GraphSSR/data_generation/quality_check/graph_diversity.py dff721cae0c6c4bf unverified MIT (permissive)
Anti-Aliased 2D Gaussian Splatting 12 Jun 2025 maeyounes/aa-2dgs/scripts/run_dtu_mipfiltering.py 9ce764d5cfe1e74d ran · honoured contract licence not identified · pointer only
ImageNet3D: Towards General-Purpose Object-Level 3D Understanding 13 Jun 2024 wufeim/imagenet3d/preprocess_data.py 124ef798ecc18c20 ran no licence file found · pointer only
Binarized Diffusion Model for Image Super-Resolution 9 Jun 2024 zhengchen1999/BI-DiffSR/diffglv/utils/extract_subimages.py 4d7726c024b37357 ran Apache-2.0 (permissive)
Binarized Diffusion Model for Image Super-Resolution 9 Jun 2024 zhengchen1999/BI-DiffSR/diffglv/utils/make_ds.py def5f7aaab361d9c ran Apache-2.0 (permissive)
Helpful or Harmful Data? Fine-tuning-free Shapley Attribution for Explaining Language Model Predictions 7 Jun 2024 JTWang2000/FreeShap/vinfo/dvutils/Data_Shapley.py b2e76acdef785c7b ran no licence file found · pointer only
CAMixerSR: Only Details Need More "Attention" 29 Feb 2024 icandle/camixersr/codes/odisr/utils/extract_subimage.py d6a27ce76783f4d2 ran Apache-2.0 (permissive)
Rethinking Optimization and Architecture for Tiny Language Models 5 Feb 2024 yuchuantian/rethinktinylm/src/step1_token_frequency_stat.py 09c6803e9dfe9d2c unverified no licence file found · pointer only
Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy 7 Jan 2024 xiangtaokong/mioir/data_script/gen_sub.py d322f4e33cbbbb9a ran no licence file found · pointer only
OSRT: Omnidirectional Image Super-Resolution with Distortion-aware Transformer 7 Feb 2023 fanghua-yu/osrt/odisr/utils/extract_subimage.py d6a27ce76783f4d2 ran MIT (permissive)
Multicalibration as Boosting for Regression 31 Jan 2023 declancharrison/level-set-boosting/LSBoost.py 073e2bf5dac41ba1 unverified MIT (permissive)
COVR: A test-bed for Visually Grounded Compositional Generalization with real images 22 Sep 2021 benbogin/covr-dataset/generation/dataset_gen/generate.py f94d686ad9899f4f unverified MIT (permissive)
SkeleMotion: A New Representation of Skeleton Joint Sequences Based on Motion Information for 3D Action Recognition 30 Jul 2019 carloscaetano/skeleton-images/GenerateSkeletonImages.py b4a7ab53252cfcf7 ran · our draft was wrong no licence file found · pointer only
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 1 Sep 2018 alililia/ascend_ESRGAN/src/util/extract_subimages.py 2304a4ee7dcb90c0 unverified Apache-2.0 (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 GiadaSimionato/Reasoning_Agents_2020/babyai_rb/babyai/rl/algos/ppo.py 01571ae37dfefba2 unverified no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 lcswillems/torch-ac/torch_ac/algos/ppo.py 0a1d06fc0e7bba39 unverified MIT (permissive)
Fully-Convolutional Siamese Networks for Object Tracking 30 Jun 2016 JKmopl-code/SiamFC/src/create_lmdb.py 4fd20dbfef5f4cd8 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