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Embeddings

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

Embeddings appears in the code Syntology harvested for 15 papers, as 28 distinct code bodies found in 28 places (a place is one code body under one paper). At least one of them ran in 10 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 Embeddings 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 20 of the 28 distinct code bodies named Embeddings; 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
20ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 28 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

15 papers shown of 15, newest first; 28 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
VIPAMIN: Visual Prompt Initialization via Embedding Selection and Subspace Expansion added by Syntology 2025-10 (from id) iamjaekyun/vipamin/src/models/vit_prompt/vit_exp_self.py 1a8bddffbbdbb878 unverified no licence file found · pointer only
Adaptive Prompt: Unlocking the Power of Visual Prompt Tuning 31 Jan 2025 Minhchuyentoancbn/VAPT/src/models/vit_prompt/vit.py 47f5376080d21919 unverified licence not identified · pointer only
Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models 4 Jun 2024 songtaoliu0823/crebm/Energy_function/reward_model.py ae58f0fed04a3eba unverified MIT (permissive)
FusionRetro: Molecule Representation Fusion via In-Context Learning for Retrosynthetic Planning 30 Sep 2022 songtaoliu0823/fusionretro/FusionRetro/modeling.py 2db11c865eb4def6 ran · metamorphic tier: deterministic no licence file found · pointer only
Video Graph Transformer for Video Question Answering 12 Jul 2022 sail-sg/VGT/model/vqa_model.py 5a6a727d5b0f9c6b ran Apache-2.0 (permissive)
Stripformer: Strip Transformer for Fast Image Deblurring 10 Apr 2022 pp00704831/Stripformer/models/Stripformer.py d5983093919ca007 ran licence not identified · pointer only
Unified Visual Transformer Compression 15 Mar 2022 VITA-Group/UVC/UVC/models/modeling.py 8020519bcd7e5931 unverified MIT (permissive)
Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction 22 Mar 2021 ygjwd12345/TransDepth/pytorch/TransUNet/networks/vit_seg_modeling.py 5b3f7cc25a1845a7 unverified MIT (permissive)
Generating Radiology Reports via Memory-driven Transformer 30 Oct 2020 cuhksz-nlp/R2Gen/modules/encoder_decoder.py f573a122811ee3d9 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 skchen1993/TrangFG/models/modeling.py 6cdae3f419a63138 ran · metamorphic tier: invariant MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 tintn/vision-transformer-from-scratch/vit.py fe1bfe65727fc610 ran · metamorphic tier: invariant MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 junyongyou/triq/src/vit_iqa/ViT_pytorch/models/modeling.py c307b98f19985795 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 ludics/ViT-Retri/vit_retri/models/modeling.py a79858ea7aff31a2 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 AlifAshrafee/ViT-pytorch-for-Cooking-State-Recognition/models/modeling.py b5fcd7ed78f606f9 unverified MIT (permissive)
Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension 12 May 2020 DancingSoul/NQ_BERT-DM/modules/graph_encoder.py 285c454ad1551507 ran · metamorphic tier: deterministic no licence file found · pointer only
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 graykode/ALBERT-Pytorch/models.py 00437373da100756 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 dhlee347/pytorchic-bert/models.py b036f3e72b73df3d ran Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ShivamRajSharma/Transformer-Architectures-From-Scratch/BERT.py da28e8ad6c6750a6 ran · metamorphic tier: invariant MIT (permissive)
Universal Transformers 10 Jul 2018 moon23k/Transformer_Archs/model/recurrent.py 50973ad904b644b9 ran · metamorphic tier: invariant no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 tbmoon/LANL_Earthquake_Prediction/models.py 0db9d1a0368a8700 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 ArdalanM/nlp-benchmarks/src/transformer/net.py 2db462d7bf23552d ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 soumik12345/transformer.pytorch/src/model.py 5fd815c5cb2bcd7e ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 harvardnlp/annotated-transformer/the_annotated_transformer.py 18a13045279c8291 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 moon23k/Transformer_Archs/model/standard.py f4caa1ce8ef6127e ran · metamorphic tier: invariant no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 redevaaa/Transformer-for-EEG/lib/eeg_transformer.py 526d688ca32aa8e0 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 kotu931226/classifier_transformer_pytorch/model.py 02a3675bf3ba8813 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 moon23k/Transformer_Anchors/model/scratch_model.py 5e2dfe3739058ca2 ran · metamorphic tier: invariant no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 moon23k/Scheduled_Sampling/model/transformer.py f83b28a6ea5ea1dc ran · metamorphic tier: invariant no licence file found · pointer only

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