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choice

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

choice appears in the code Syntology harvested for 13 papers, as 10 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 6 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 choice 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 4 of the 10 distinct code bodies named choice; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 2 of the 13 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

13 papers shown of 13, newest first; 13 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
Is Child-Directed Speech Effective Training Data for Language Models? 7 Aug 2024 styfeng/TinyDialogues/promptsource/templates.py bb35fcd18dd842fb ran · violated contract fingerprinted MIT (permissive)
Neural Localizer Fields for Continuous 3D Human Pose and Shape Estimation 10 Jul 2024 isarandi/nlf/nlf/common/util.py 9c6e866d219206ab ran MIT (permissive)
Offline Imitation from Observation via Primal Wasserstein State Occupancy Matching 2 Nov 2023 KaiYan289/PW-DICE/PWDICE_continuous/advance_NN.py c8bdd33928f69383 ran no licence file found · pointer only
What's In My Big Data? 31 Oct 2023 allenai/wimbd/wimbd/contamination/templates.py bb35fcd18dd842fb ran · violated contract fingerprinted Apache-2.0 (permissive)
Cooperative Minibatching in Graph Neural Networks 19 Oct 2023 gt-tdalab/dgl-coop/python/dgl/dataloading/labor_sampler.py 7dc7bd1ca50e4bf6 unverified Apache-2.0 (permissive)
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning 22 Mar 2023 cchao0116/EasyDGL/src/dataloader.py f7109cad8993a8eb unverified MIT (permissive)
Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation 2 Apr 2022 cchao0116/S2PNM-TKDE2021/src/dataloader.py f7109cad8993a8eb unverified MIT (permissive)
Multitask Prompted Training Enables Zero-Shot Task Generalization 15 Oct 2021 bigscience-workshop/promptsource/promptsource/templates.py bb35fcd18dd842fb ran · violated contract fingerprinted Apache-2.0 (permissive)
Dr Jekyll and Mr Hyde: the Strange Case of Off-Policy Policy Updates 29 Sep 2021 microsoft/dr-jekyll-and-mr-hyde-the-strange-case-of-off-policy-policy-updates/FiniteJH/utils.py 368ab0000c0fc37c unverified MIT (permissive)
BOSS: Bayesian Optimization over String Spaces 2 Oct 2020 henrymoss/BOSS/boss/code/CFG/CFG.py 188e88957d3e32bd unverified Apache-2.0 (permissive)
Gradient Temporal-Difference Learning with Regularized Corrections 1 Jul 2020 rlai-lab/Regularized-GradientTD/examples/MountainCar.py 3e141c4418811b4b ran · our draft was wrong fingerprinted no licence file found · pointer only
Cell Detection with Star-convex Polygons 9 Jun 2018 hthierno/pytorch-stardist/stardist_tools_/stardist_tools/csbdeep_utils.py c9012ff9b8f828b4 unverified BSD-3-Clause (permissive)
arXiv:aaai_17462 microsoft/nni/nni/parameter_expressions.py eb782eb277ece3dd 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