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Normal

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

Normal appears in the code Syntology harvested for 11 papers, as 12 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 4 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 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 9 of the 12 distinct code bodies named Normal; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
9ran
3unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 12 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

11 papers shown of 11, newest first; 12 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. 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
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning 8 May 2025 learnwjj/ICEVAE/model/ICEVAE.py 9e90670aae48f212 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Variational Bayesian Last Layers 17 Apr 2024 vectorinstitute/vbll/vbll/layers/classification.py d7de14910f5c0aef ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models 4 Dec 2023 argmax-ai/aime/aime/models/ssm.py 828f62980511fb44 ran · metamorphic tier: deterministic licence not identified · pointer only
Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations 20 Jul 2022 zexusun/oilca-neurips23/algos/augment_DWBC.py ecd60efaf01af515 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning 19 Apr 2022 mediabrain-sjtu/groupnet/model/GroupNet_nba.py f14cfe7a9278509d ran MIT (permissive)
Multi-Facet Clustering Variational Autoencoders 9 Jun 2021 Zhiyuan1991/proVLAE/model_ladder_pro_celbA.py 211690ea3f81115d ran · metamorphic tier: well formed licence not identified · pointer only
When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting 7 Jun 2021 AdityaLab/EpiFNP/models/fnpmodels.py d6d10a4f1222f2b0 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Review on Ranking and Selection: A New Perspective 2020-08 (from id) SimOpt-FDU/PySOBA/Sampler.py 62c3ff6c14363447 unverified MIT (permissive)
NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 SerezD/NVAE-from-scratch/src/model.py c9ab03bfda9403fb ran MIT (permissive)
NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 NVlabs/NVAE/model.py 277ed0e40f07a938 unverified licence not identified · pointer only
A Meta-Bayesian Model of Intentional Visual Search 5 Jun 2020 v2c08/m-bmvs/mnist_vae.py aa4523f4232f8940 unverified GPL-2.0 (copyleft) · pointer only
Deep Graph Infomax 27 Sep 2018 SpaceLearner/DisenGraphRep/models/infomax.py 7af5f07d76374e95 ran · metamorphic tier: deterministic 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