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classifier

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

classifier appears in the code Syntology harvested for 9 papers, as 11 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 3 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 classifier 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 11 distinct code bodies named classifier; 8 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
3ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 11 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; 11 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
Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems added by Syntology 2026-07 (from id) ntuliuteam/Collate/tensorflow_support/trans_alexnet.py af880b413db5a323 unverified licence not identified · pointer only
Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems added by Syntology 2026-07 (from id) ntuliuteam/Collate/tensorflow_support/trans_lenet.py 695ffda34ed5cdbc unverified licence not identified · pointer only
Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems added by Syntology 2026-07 (from id) ntuliuteam/Collate/tensorflow_support/trans_har.py 78325ce26920c7b5 unverified licence not identified · pointer only
Demystifying the Optimal Fair Classifier in Multi-Class Classification added by Syntology 2026-06 (from id) liizhang/OptFair-Multi-Class-Fairness/optimalfair/algorithm/infair.py 14a3167b34141eaf unverified no licence file found · pointer only
Adversarial Tokenization 4 Mar 2025 RenatoGeh/advtok/advtok/evaluate.py 6691a6d2078a8b7c unverified MIT (permissive)
Context De-confounded Emotion Recognition 21 Mar 2023 ydk122024/ccim/CCIM.py 3dd048e9824c806b ran MIT (permissive)
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled Regularization 3 Mar 2023 Lily-Le/EcoTTA/ecotta_models/resnet50.py 4b8966f2669154db ran · metamorphic tier: invariant no licence file found · pointer only
Unsupervised Non-transferable Text Classification 23 Oct 2022 chaoscodes/untl/UNTL.py 7133cff201b1ffad ran · metamorphic tier: invariant MIT (permissive)
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer 3 Oct 2022 JeremyCJM/CCST/utils/rsc_utils_densenet.py f6256149c0715845 unverified CC0-1.0 (permissive)
FSGAN: Subject Agnostic Face Swapping and Reenactment 16 Aug 2019 YuvalNirkin/fsgan/fsgan/models/classifier1d.py 23e9af48e6ed570b unverified CC0-1.0 (permissive)
Language-Conditioned Graph Networks for Relational Reasoning 10 May 2019 ronghanghu/lcgn/models_clevr/output_unit.py 148715c7eef6f9ca unverified BSD-2-Clause (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