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vit_tiny

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

vit_tiny appears in the code Syntology harvested for 40 papers, as 27 distinct code bodies found in 42 places (a place is one code body under one paper). At least one of them ran in 0 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 vit_tiny 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 0 of the 27 distinct code bodies named vit_tiny; 27 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
0ran
27unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 42 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

40 papers shown of 40, newest first; 42 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 3 papers added by Syntology; 4 papers have no page here and are shown by arXiv id only. 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
Enabling Progressive Whole-slide Image Analysis with Multi-scale Pyramidal Network added by Syntology 2026-02 (from id) mahmoodlab/HIPT/HIPT_4K/vision_transformer.py 0a55ce5c7c8fd9fd unverified no licence file found · pointer only
Spatial-Regularization-Aware Dual-Branch Collaborative Inference for Training-Free OVSS in Remote Sensing Imagery added by Syntology 2026-01 (from id) yu-ni1989/SDCI/modified_clip/vision_transformer.py 0b8fa7e1c9f0aa21 unverified MIT (permissive)
Open Ad-hoc Categorization with Contextualized Feature Learning added by Syntology 2025-12 (from id) Wayne2Wang/OAK/src/models/dino_vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery 2 Apr 2025 mashijie1028/protogcd/models/vision_transformer.py 059df77687f34567 unverified MIT (permissive)
arXiv:2503.15141 2025-03 (from id) djukicn/ocebo/models/ocebo.py 7a68eb2f903dc826 unverified Apache-2.0 (permissive)
Personalized Representation from Personalized Generation 20 Dec 2024 ssundaram21/personalized-rep/models/vision_transformer.py 256e2853fd88f06e unverified MIT (permissive)
IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos 18 Nov 2024 yunongLiu1/IKEA-Manuals-at-Work/src/IKEAVideo/featurizers/DINO.py 9a9528c60a052e1b unverified no licence file found · pointer only
Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery 24 Oct 2024 HaiyangZheng/PHE/vision_transformer.py af7e475ba18d722d unverified no licence file found · pointer only
Happy: A Debiased Learning Framework for Continual Generalized Category Discovery 9 Oct 2024 mashijie1028/Happy-CGCD/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
Happy: A Debiased Learning Framework for Continual Generalized Category Discovery 9 Oct 2024 mashijie1028/Happy-CGCD/models/lora_vision_transformer.py abc2090fa89a2d35 unverified MIT (permissive)
Happy: A Debiased Learning Framework for Continual Generalized Category Discovery 9 Oct 2024 mashijie1028/Happy-CGCD/models/svft_vision_transformer.py 92e76c9d03c24769 unverified MIT (permissive)
SelEx: Self-Expertise in Fine-Grained Generalized Category Discovery 26 Aug 2024 sarahrastegar/selex/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
A Clinical Benchmark of Public Self-Supervised Pathology Foundation Models 9 Jul 2024 fuchs-lab-public/opal/SSL_benchmarks/code/feature_extraction/vision_transformer.py 0a55ce5c7c8fd9fd unverified MIT (permissive)
Stylebreeder: Exploring and Democratizing Artistic Styles through Text-to-Image Models 20 Jun 2024 stylebreeder/stylebreeder-code/models/dino_vits.py 91b77e6ca5ded870 unverified MIT (permissive)
Recurrent Early Exits for Federated Learning with Heterogeneous Clients 23 May 2024 royson/reefl/src/models/reefl_vit.py c856301a391d8154 unverified MIT (permissive)
Novel Class Discovery for Ultra-Fine-Grained Visual Categorization 10 May 2024 SSDUT-Caiyq/UFG-NCD/models/vision_transformer.py 92e76c9d03c24769 unverified no licence file found · pointer only
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers 12 Mar 2024 shahaf-arica/CuVLER/dino/vision_transformer.py 8aede1cb23ed09bd unverified MIT (permissive)
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement 11 Mar 2024 cheliu-computation/merl/finetune/models/vit1d.py 5bc84c9b81db6507 unverified MIT (permissive)
Betrayed by Attention: A Simple yet Effective Approach for Self-supervised Video Object Segmentation 29 Nov 2023 shvdiwnkozbw/ssl-uvos/src/model/vision_transformer.py faaced6c07e0019e unverified no licence file found · pointer only
Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery 30 Oct 2023 SarahRastegar/InfoSieve/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery 23 Aug 2023 grypesc/camp/approaches/networks/vit.py 71f4c23ac114a32d unverified no licence file found · pointer only
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations 22 Aug 2023 smsd75/timetuning/dino_vision_transformer.py 0a55ce5c7c8fd9fd unverified no licence file found · pointer only
MetaGCD: Learning to Continually Learn in Generalized Category Discovery 21 Aug 2023 ynanwu/metagcd/models/vision_transformer.py 996780ba4be89ba3 unverified no licence file found · pointer only
A Multidimensional Analysis of Social Biases in Vision Transformers 3 Aug 2023 jannik-brinkmann/social-biases-in-vision-transformers/src/embedding_extractors/models/dino/vision_transformer.py 879e349ae38851dc unverified MIT (permissive)
Syllable Discovery and Cross-Lingual Generalization in a Visually Grounded, Self-Supervised Speech Model 19 May 2023 jasonppy/syllable-discovery/models/vision_transformer.py 7d962f3bf8a0e816 unverified BSD-3-Clause (permissive)
Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery 10 May 2023 DTennant/GPC/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
A View From Somewhere: Human-Centric Face Representations 30 Mar 2023 yukimasano/PASS/vision_transformer.py 0a55ce5c7c8fd9fd unverified MIT (permissive)
Learning Attention as Disentangler for Compositional Zero-shot Learning 27 Mar 2023 haoosz/ade-czsl/models/vision_transformer.py f7bba5d7d89fc9dc unverified MIT (permissive)
A Closer Look at Few-shot Classification Again 28 Jan 2023 frankluox/closerlookagainfewshot/architectures/backbone/DINO_ViT.py 0a55ce5c7c8fd9fd unverified MIT (permissive)
PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery 11 Dec 2022 sheng-eatamath/promptcal/models/vision_transformer.py f332639fc00ac198 unverified MIT (permissive)
Exploring Target Representations for Masked Autoencoders 8 Sep 2022 liuxingbin/dbot/analysis/vision_transformer.py 6769eebdd8702e50 unverified Apache-2.0 (permissive)
Self-Supervised Learning of Object Parts for Semantic Segmentation 27 Apr 2022 MkuuWaUjinga/leopart/src/vit.py c1e452e1b1176484 unverified MIT (permissive)
Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference 15 Apr 2022 hushell/pmf_cvpr22/models/vision_transformer.py bd29518a98e56cf5 unverified Apache-2.0 (permissive)
Mugs: A Multi-Granular Self-Supervised Learning Framework 27 Mar 2022 sail-sg/mugs/src/vision_transformer.py f5479cb822d15445 unverified Apache-2.0 (permissive)
Unsupervised Semantic Segmentation by Distilling Feature Correspondences 16 Mar 2022 leggedrobotics/self_supervised_segmentation/stego/backbones/dino/vision_transformer.py a250f0f34719cf17 unverified MIT (permissive)
Word Segmentation on Discovered Phone Units with Dynamic Programming and Self-Supervised Scoring 24 Feb 2022 jasonppy/word-discovery/models/vision_transformer.py 7d962f3bf8a0e816 unverified BSD-3-Clause (permissive)
Generalized Category Discovery 7 Jan 2022 sgvaze/generalized-category-discovery/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
Self-Distilled Self-Supervised Representation Learning 25 Nov 2021 hagiss/sdssl/vision_transformer.py 467133f2b3c000e2 unverified MIT (permissive)
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection 18 Jul 2020 bohao-lee/pdc/models/vision_transformer.py 1b5e2f11314f237d unverified Apache-2.0 (permissive)
arXiv:openreview_YA3AvVx2Ze lytang63/CoGe-GCD/models/vision_transformer.py 996780ba4be89ba3 unverified MIT (permissive)
arXiv:aaai_28502 yuhongtian17/Spatial-Transform-Decoupling/mmrotate-main/models/vision_transformer.py 1b5e2f11314f237d unverified MIT (permissive)
arXiv:Du_On-the-Fly_Category_Discovery_CVPR_2023_paper PRIS-CV/On-the-fly-Category-Discovery/vision_transformer.py 996780ba4be89ba3 unverified 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".

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