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ViT

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

ViT appears in the code Syntology harvested for 10 papers, as 34 distinct code bodies found in 34 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 2 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 ViT 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 19 of the 34 distinct code bodies named ViT; 15 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
19ran
15unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 34 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

10 papers shown of 10, newest first; 34 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
λSPLIT: SELF-SUPERVISED CONTENT-AWARE SPECTRAL UNMIXING FOR FLUORESCENCE MICROSCOPY added by Syntology 2026-03 (from id) preetam22n/DeepTrans-HSU/Trans_mod.py f147ee8396452852 unverified no licence file found · pointer only
Revisiting Weight Regularization for Low-Rank Continual Learning added by Syntology 2026-02 (from id) yaoyz96/low-rank-cl/methods/ewclora.py 875a0b9857869b05 unverified MIT (permissive)
Learning Visual Abstract Reasoning through Dual-Stream Networks 29 Nov 2024 VecchioID/DRNet/src/model.py 1bc043c489e15b86 ran · metamorphic tier: deterministic MIT (permissive)
SRViT: Vision Transformers for Estimating Radar Reflectivity from Satellite Observations at Scale 20 Jun 2024 stockeh/srvit/src/vit/model.py 0d5d4dd63a4e261d ran no licence file found · pointer only
SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching 28 May 2024 Yongalls/SelMatch/distill.py 14ea76a0840557fb ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders 1 Nov 2023 antofuller/croma/pretrain_croma.py 9f7fe5abf47f2d58 unverified MIT (permissive)
DataDAM: Efficient Dataset Distillation with Attention Matching 29 Sep 2023 datadistillation/datadam/main_DataDAM.py d5630ef1d9988d5a ran · metamorphic tier: deterministic no licence file found · pointer only
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining 10 Mar 2023 OpenGVLab/HumanBench/PATH/core/models/backbones/vitdet_for_ladder_attention_share_pos_embed.py c8bcf97bcffa2bfd unverified MIT (permissive)
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 26 Apr 2022 gpastal24/ViTPose-Pytorch/src/vitpose_infer/builder/backbones/vit.py d17daecae39897ce unverified GPL-3.0 (copyleft) · pointer only
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 26 Apr 2022 JunkyByte/easy_ViTPose/easy_ViTPose/vit_models/model.py ec2566dcbcbac9aa unverified Apache-2.0 (permissive)
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 26 Apr 2022 jaehyunnn/ViTPose_pytorch/models/model.py a3947ec0fada50f7 unverified Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 gnoses/ViT_examples/vit_pytorch.py f56a3adb976220d9 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 drumpt/ViT/model.py b225bcdab9997d81 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 nachiket273/Vision_transformer_pytorch/vit.py aeb451a2ca6a384e 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 Aedelon/ViT-PyTorch-Replication/python_files/modules.py a00fdbf5db4c324e ran · metamorphic tier: deterministic MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 rayanramoul/Visual-Transformer-PyTorch/src/models.py 1231e62c1adf0b34 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 nima1999nikkhah/ViT-Hybrid/ViT-Hybrid.py 138334827a9f4dc3 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 KiUngSong/Vision/ViT/ViT_pytorch.py 94c914f501b4c9b2 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 04RR/SOTA-Vision/ViT.py d731587d6e142b9b ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 meowbutlerdev/ViT/vit.py fe27fb10dc68506c ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 qiaopTDUN/mae-repo/vit_pytorch/vit.py defe150a2927af39 ran fingerprinted no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 mtancak/PyTorch-ViT-Visual-Transformer/model.py c349e162dda4ee2b ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 timH6502/VisionTransformer-PyTorch/src/ViT.py e695bb4416d49d79 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 Mayurji/Image-Classification-PyTorch/ViT.py 9c5bd92a34ef2ce0 ran GPL-3.0 (copyleft) · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 SupreethRao99/VisionTransformer/PyTorch/ViTModel.py ddbba52e3e0c3fde ran MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 lucidrains/vit-pytorch/vit_pytorch/vit.py 804e172ccca23ce5 ran MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 nachiket273/VisTrans/vistrans/models/vit.py 051aa80b5054376c unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 The-AI-Summer/self_attention/self_attention_cv/vit/vit.py 0cc37cf06f3729da unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 UdbhavPrasad072300/Transformer-Implementation-and-Language-Translation/transformer_package/models/transformer.py fdf82b035ef6efc5 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 quanmario0311/ViT_PyTorch/model.py 45874b50ee4eee3a unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 arkel23/PyTorch-Pretrained-ViT/pytorch_pretrained_vit/model.py bdda3645e9bc5ba3 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 affjljoo3581/deit3-jax/src/modeling.py 375467cdc03cf22c unverified Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 lukemelas/PyTorch-Pretrained-ViT/pytorch_pretrained_vit/model.py a6c5dcf17fbcdeb3 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 kamalkraj/Vision-Transformer/model.py e9e0abc3f6ede535 unverified Apache-2.0 (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