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Head

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

Head appears in the code Syntology harvested for 14 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 13 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 Head 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 13 of the 14 distinct code bodies named Head; 1 is 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
13ran
1unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 14 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

14 papers shown of 14, newest first; 14 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
The Label Imitation Game: Turing Test Network for Zero-Shot Pseudo-Label Pruning added by Syntology 2026-06 (from id) voxel51/ttn/ttn/ttn_model.py e8fb33b6abc31592 ran · metamorphic tier: invariant no licence file found · pointer only
FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning added by Syntology 2026-05 (from id) Hedjrachid/FIRMA/fibfl/fibfl.py b1b224be69b0ae34 ran MIT (permissive)
VACE: All-in-One Video Creation and Editing 10 Mar 2025 wan-video/wan2.1/wan/modules/vace_model.py 9227be90bae9b073 ran Apache-2.0 (permissive)
AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies 28 Feb 2025 xz-group/analoggenie/Models/GPT.py 5b24f9a47db65c0b ran MIT (permissive)
GLACE: Global Local Accelerated Coordinate Encoding 6 Jun 2024 cvg/glace/ace_network.py cf368414e22b07b7 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Preserving Fairness Generalization in Deepfake Detection 27 Feb 2024 Purdue-M2/Fairness-Generalization/training/detectors/fair_df_detector.py a961635e87f5c559 ran MIT (permissive)
SG-Former: Self-guided Transformer with Evolving Token Reallocation 23 Aug 2023 OliverRensu/SG-Former/sgformer.py 69320a69582cce14 ran fingerprinted no licence file found · pointer only
Scale-Aware Modulation Meet Transformer 17 Jul 2023 AFeng-x/SMT/models/smt.py b9110ad1b233913a ran fingerprinted MIT (permissive)
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models 14 Mar 2023 keras-team/keras/keras/src/applications/convnext.py 8566faf0283e84b5 unverified Apache-2.0 (permissive)
Transformers are Sample-Efficient World Models 1 Sep 2022 eloialonso/iris/src/models/world_model.py b4868fbed7dce84a ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 KiUngSong/Vision/MLP_Mixer/MLP_Mixer.py 4f78c8e4945a1b8d ran · metamorphic tier: deterministic no licence file found · pointer only
Skeleton Merger: an Unsupervised Aligned Keypoint Detector 19 Mar 2021 eliphatfs/SkeletonMerger/merger/merger_net.py 3c1cee99418ac507 ran fingerprinted MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 KiUngSong/Vision/ViT/ViT_pytorch.py c694be0d1f02316c ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 glouppe/info8010-deep-learning/code/gpt/gpt-v7.py aaf7ff4e43d512a1 ran · metamorphic tier: deterministic BSD-3-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