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FixedEmbedding

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

FixedEmbedding appears in the code Syntology harvested for 6 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 6 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 FixedEmbedding 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 9 distinct code bodies named FixedEmbedding; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
8ran
0unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 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

6 papers shown of 6, 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. 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
MindAlign: Bridging EEG, Vision, and Language for Zero-Shot Visual Decoding added by Syntology 2026-05 (from id) anon-eeg/eeg_image_decoding/eeg_encoders.py 05e26630554bd79d ran · metamorphic tier: deterministic no licence file found · pointer only
UniTS: A Unified Multi-Task Time Series Model 29 Feb 2024 thuml/Time-Series-Library/models/TimeMixer.py 921d4aae41f22f16 ran · metamorphic tier: deterministic MIT (permissive)
First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting 15 Dec 2022 BeBeYourLove/TDformer/model/TDformer.py 16e89fafa4d72549 ran · metamorphic tier: invariant no licence file found · pointer only
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 martinwhl/Informer-PyTorch-Lightning/models/informer/model.py 11d00cdc1be5dc46 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 AndrzejMiskow/TradeAI/prediction_service/transformers/models.py d54ef7cb9071ad5d ran · metamorphic tier: deterministic MIT (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 tianhai123/Informer-Tensorflow/models/model.py 0545de0df17c8182 ran Apache-2.0 (permissive)
End-to-End Object Detection with Transformers 26 May 2020 Leonardo-Blanger/detr_tensorflow/detr_tensorflow/models/detr.py ec7f81ffdbd55a8d ran MIT (permissive)
End-to-End Object Detection with Transformers 26 May 2020 Visual-Behavior/detr-tensorflow/detr_tf/networks/detr.py 14483127db755736 ran MIT (permissive)
Balancing Training for Multilingual Neural Machine Translation 14 Apr 2020 cindyxinyiwang/multiDDS/fairseq/models/data_actor.py 863607ebaf5ac594 ran · our draft was wrong 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