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log_normal

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

log_normal appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 3 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 log_normal 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 3 of the 9 distinct code bodies named log_normal; 6 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
1ran
6unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 9 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

9 papers shown of 9, newest first; 9 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 1 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
GenTS: A Comprehensive Benchmark Library for Generative Time Series Models added by Syntology 2026-05 (from id) WillWang1113/GenTS/gents/utils/losses.py 683472dec5c7b4a0 unverified MIT (permissive)
Non-stationary Diffusion For Probabilistic Time Series Forecasting 7 May 2025 wwy155/NsDiff/src/experiments/NsDiff.py fb0b872ca5152a2d ran · our draft was wrong fingerprinted no licence file found · pointer only
Efficient, Accurate and Stable Gradients for Neural ODEs 15 Oct 2024 sammccallum/reversible/experiments/cnf/cnf.py 74492e355dea1616 ran · honoured contract fingerprinted no licence file found · pointer only
MINDE: Mutual Information Neural Diffusion Estimation 13 Oct 2023 MustaphaBounoua/minde/src/libs/importance.py 3386981c26ab7a77 ran fingerprinted no licence file found · pointer only
Federated Causal Discovery From Interventions 7 Nov 2022 aminabyaneh/fed-cd/causal_discovery/multivariable_flow.py 0b6cf2b741a80664 unverified MIT (permissive)
Hierarchical VAEs Know What They Don't Know 16 Feb 2021 larsmaaloee/BIVA/layers/_loss.py 1421d48bfd48d085 unverified MIT (permissive)
A differentiable programming method for quantum control 2020-02 (from id) frankschae/A-differentiable-programming-method-for-quantum-control/qubit/reinforce/policy_gradient_qubit.py 2c5697ebeebf54cd unverified MIT (permissive)
Variational Autoencoders and Nonlinear ICA: A Unifying Framework 10 Jul 2019 ilkhem/ivae/models/nets.py e717afe80143001a unverified MIT (permissive)
arXiv:Ashesh_uSplit_Image_Decomposition_for_Fluorescence_Microscopy_ICCV_2023_paper juglab/uSplit/usplit/core/likelihoods.py de359b2f0879dbcb 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