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TransformerEncoderBlock

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

TransformerEncoderBlock appears in the code Syntology harvested for 9 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 1 of the code bodies carries 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 TransformerEncoderBlock 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 10 distinct code bodies named TransformerEncoderBlock; 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
9ran
1unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 10 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; 10 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 4 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
SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning added by Syntology 2026-06 (from id) 5GYYYYY/SPOTR/SPOTR.py 8864b30ae994ac23 ran · metamorphic tier: deterministic MIT (permissive)
Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning added by Syntology 2026-05 (from id) hzhou3/xMAE/utils/model_arch/xmae.py 40af8bd7472bd8c3 ran · metamorphic tier: deterministic no licence file found · pointer only
Mind2Drive: Predicting Driver Intentions from EEG in Real-world On-Road Driving added by Syntology 2026-04 (from id) galosaimi/Mind2Drive/models/eegconformer.py 30197f1f0fd7229e ran · metamorphic tier: deterministic MIT (permissive)
Deep Models, Shallow Alignment: Uncovering the Granularity Mismatch in Neural Decoding added by Syntology 2026-01 (from id) yangdu-neuroai/shallow-alignment/module/eeg_encoder/model.py e9c9e49ad48da7a5 ran no licence file found · pointer only
Population Aware Diffusion for Time Series Generation 1 Jan 2025 wmd3i/PaD-TS/Model.py f43f74fc9b9b6c34 ran · metamorphic tier: invariant no licence file found · pointer only
Learning Visual Abstract Reasoning through Dual-Stream Networks 29 Nov 2024 VecchioID/DRNet/src/model.py e903bed26561a0e1 ran · metamorphic tier: deterministic MIT (permissive)
Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting 8 Oct 2024 melmaphother/timedart/models/TimeDART.py fee1ec512a386c64 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 drumpt/ViT/model.py 52df59f709cbd077 ran · metamorphic tier: deterministic no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 Ugenteraan/Vanilla-ViT/ViT/ViT.py 079c8ff8067ac323 ran · metamorphic tier: invariant MIT (permissive)
Attention Is All You Need 12 Jun 2017 bkoch4142/attention-is-all-you-need-paper/src/architectures/transformer_encoder_decoder.py 7da5acacdf44a2a6 ran fingerprinted 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