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CLIP

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

CLIP appears in the code Syntology harvested for 25 papers, as 26 distinct code bodies found in 26 places (a place is one code body under one paper). At least one of them ran in 4 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 CLIP 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 4 of the 26 distinct code bodies named CLIP; 22 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
4ran
22unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 26 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

25 papers shown of 25, newest first; 26 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; 1 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
Cross-Modal Masked Compositional Concept Modeling for Enhancing Visio-Linguistic Compositionality added by Syntology 2026-06 (from id) hiker-lw/MACCO/src/open_clip_code/MACCO_variant/MACCO_text_image.py c88c1b3bdd5f5cc8 unverified MIT (permissive)
TOMCAT : Test-time Comprehensive Knowledge Accumulation for Compositional Zero-Shot Learning added by Syntology 2025-10 (from id) xud-yan/TOMCAT/model/tomcat_bm.py d43285ed12c61ef7 unverified MIT (permissive)
CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder added by Syntology 2025-10 (from id) Yongalls/CovMatch/src/model.py 23942a1e71ee1ce4 unverified no licence file found · pointer only
MSCI: Addressing CLIP's Inherent Limitations for Compositional Zero-Shot Learning 15 May 2025 ltpwy/MSCI/MSCI/code/model/Mutifuse_new.py 255bc63ca03ae8d9 unverified no licence file found · pointer only
Logits DeConfusion with CLIP for Few-Shot Learning 16 Apr 2025 LiShuo1001/LDC/clip_ldc/model.py 65fe97557e0cb835 unverified no licence file found · pointer only
Kronecker Mask and Interpretive Prompts are Language-Action Video Learners 5 Feb 2025 yjyddq/CLAVER/models/claver.py ea3373815e1a7a63 ran no licence file found · pointer only
Dual-Modal Prototype Joint Learning for Compositional Zero-Shot Learning 23 Jan 2025 codefish12-09/VP_CMJL/model/VP_CMJL.py b952dc9e74cd31a0 unverified no licence file found · pointer only
DetailCLIP: Detail-Oriented CLIP for Fine-Grained Tasks 10 Sep 2024 KishoreP1/DetailCLIP/models.py 8d7b5685c27c8566 ran no licence file found · pointer only
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 22 Jul 2024 caoyunkang/AdaCLIP/method/adaclip.py 7dd2e9759231f093 unverified MIT (permissive)
Weighted Point Cloud Embedding for Multimodal Contrastive Learning Toward Optimal Similarity Metric 30 Apr 2024 sony/wpse/models.py 07ea912271e29c92 unverified MIT (permissive)
Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval 24 Mar 2024 suoych/KEDs/src/model/model.py 3949802de58e42db unverified MIT (permissive)
Accurate and Fast Compressed Video Captioning 22 Sep 2023 acherstyx/CoCap/cocap/modules/compressed_video/compressed_video_transformer.py f17aef0f80b06b5e unverified MIT (permissive)
Chinese Text Recognition with A Pre-Trained CLIP-Like Model Through Image-IDS Aligning 3 Sep 2023 FudanVI/FudanOCR/image-ids-CTR/CCR-CLIP/model.py fe215b87ac8d71bf unverified no licence file found · pointer only
Text Promptable Surgical Instrument Segmentation with Vision-Language Models 15 Jun 2023 franciszzj/tp-sis/model/segmenter.py 326e17096eb218fb unverified no licence file found · pointer only
Learning Emotion Representations from Verbal and Nonverbal Communication 22 May 2023 Xeaver/EmotionCLIP/src/models/base.py bd68a70f00670d88 unverified MIT (permissive)
CrowdCLIP: Unsupervised Crowd Counting via Vision-Language Model 9 Apr 2023 dk-liang/CrowdCLIP/CLIP/clip/model.py 2daf328eb961a325 unverified no licence file found · pointer only
Sigmoid Loss for Language Image Pre-Training 27 Mar 2023 ramanakshay/clip/src/model/model.py 7f362a66c1752126 unverified MIT (permissive)
Sigmoid Loss for Language Image Pre-Training 27 Mar 2023 apple/ml-mobileclip/mobileclip/clip.py a8fa6ab303249a21 unverified licence not identified · pointer only
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 25 Mar 2023 jpthu17/dicosa/tvr/models/modeling.py aacf9b08feb3ea59 unverified Apache-2.0 (permissive)
Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval 22 Mar 2023 anosorae/irra/model/build.py 36986ffbd858f742 unverified MIT (permissive)
RILS: Masked Visual Reconstruction in Language Semantic Space 17 Jan 2023 hustvl/RILS/models.py b08d6847b3c9d093 ran · metamorphic tier: deterministic no licence file found · pointer only
CyCLIP: Cyclic Contrastive Language-Image Pretraining 28 May 2022 goel-shashank/CyCLIP/pkgs/openai/model.py c85999b6f5cbfcc7 unverified no licence file found · pointer only
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 5 May 2021 ma-kjh/CMA-OoDD/clip/model.py ef2d645ece6b584c unverified no licence file found · pointer only
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 11 Feb 2021 facebookresearch/metaclip/src/mini_clip/model.py 349072ec3924682a unverified licence not identified · pointer only
Exploring Simple Siamese Representation Learning 20 Nov 2020 facebookresearch/clip-rocket/models.py 4d45d7d0856d7377 ran · metamorphic tier: deterministic licence not identified · pointer only
arXiv:2025.findings-emnlp.28 BUAAPY/ProPy/modules/clip_propy.py 7416db18e5cb12de unverified 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