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logistic

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

logistic appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 10 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 logistic 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 10 of the 13 distinct code bodies named logistic; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
6ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
3unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 6 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, and the graph's for 5 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
Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms added by Syntology 2026-07 (from id) jjgold012/lab-project-fairness/fairness_project/solver.py 36a1468d01fa52b5 ran · violated contract fingerprinted no licence file found · pointer only
Incompressible Knowledge Probes: Estimating Black-Box LLM Parameter Counts via Factual Capacity added by Syntology 2026-04 (from id) 19PINE-AI/ikp/src/calibration.py d89e5cb204b2aca6 ran · violated contract fingerprinted no licence file found · pointer only
Causal Preference Elicitation added by Syntology 2026-02 (from id) csiro-funml/CaPE/inference/candidate_selection.py c6072629f9307bf4 ran · violated contract fingerprinted Apache-2.0 (permissive)
Independent Component Discovery in Temporal Count Data added by Syntology 2026-01 (from id) lindermanlab/ssm/ssm/emissions.py e236f0c0749c0118 ran · honoured contract fingerprinted MIT (permissive)
Confident Rankings with Fewer Items: Adaptive LLM Evaluation with Continuous Scores added by Syntology 2026-01 (from id) trismik/continuous-cat/src/continuous_cat/ranker.py 78bccdbf5e2e2b21 ran · honoured contract fingerprinted licence not identified · pointer only
The Elements of Differentiable Programming 21 Mar 2024 diffprog/code/control_flows/plot_soft_comparison.py 8e99ad829bc70d6d ran fingerprinted Apache-2.0 (permissive)
Achieving Long-Term Fairness in Sequential Decision Making 4 Apr 2022 yaoweihu/Achieving-Long-term-Fairness/src/fair_model.py d47d2823041d8099 ran · honoured contract fingerprinted no licence file found · pointer only
Fair Classification with Group-Dependent Label Noise 31 Oct 2020 Faldict/fair-classification-with-noisy-labels/PeerLoss.py 602ea0b622c9258a ran · violated contract fingerprinted no licence file found · pointer only
Tilted Empirical Risk Minimization 2 Jul 2020 istaustria-cvml/flea/src/FLEA.py 3592d26743a212ca ran · violated contract fingerprinted MIT (permissive)
Generalized Energy Based Models 10 Mar 2020 MichaelArbel/GeneralizedEBM/compute.py f82f297375e8ab15 unverified BSD-3-Clause (permissive)
Wasserstein-2 Generative Networks 28 Sep 2019 lit-leo/inner-convex-nn/icnn_fixed/lib/bundle_entropy_dual.py 99b488c1fe141b25 unverified MIT (permissive)
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation 18 Jun 2015 HIPS/pgmult/pgmult/utils.py cf4bb5e9f8634ad2 unverified MIT (permissive)
You Only Look Once: Unified, Real-Time Object Detection 8 Jun 2015 Banus/caffe-demo/yolo_detection.py 74cfca8abd2312c1 ran · violated contract fingerprinted licence not identified · pointer only

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