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neighbour_exchange

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

neighbour_exchange appears in the code Syntology harvested for 22 papers, as 3 distinct code bodies found in 22 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 neighbour_exchange 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 3 distinct code bodies named neighbour_exchange; 3 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
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 22 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

22 papers shown of 22, newest first; 22 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
Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images added by Syntology 2026-09 (from id) JuzhengMiao/Spatial-FAD/open_clip_SpatialFAD/loss.py e332856e3c2fc814 unverified MIT (permissive)
Expert Knowledge-Guided Decision Calibration for Accurate Fine-Grained Tree Species Classification added by Syntology 2026-01 (from id) WHU-USI3DV/TreeCLS/models/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
GeoLangBind: Unifying Earth Observation with Agglomerative Vision-Language Foundation Models 8 Mar 2025 xiong-zhitong/geolb-siglip/open_clip/src/open_clip/loss.py e332856e3c2fc814 unverified Apache-2.0 (permissive)
FLAIR: VLM with Fine-grained Language-informed Image Representations 4 Dec 2024 explainableml/flair/src/flair/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation 15 Nov 2024 zdk258/CorrCLIP/CorrCLIPv1/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
On Erroneous Agreements of CLIP Image Embeddings 7 Nov 2024 lst627/CLIP-Embeds/open_clip/src/open_clip/loss.py 3abc5a1959acd6c7 unverified no licence file found · pointer only
What If the Input is Expanded in OOD Detection? 24 Oct 2024 tmlr-group/CoVer/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
TULIP: Token-length Upgraded CLIP 13 Oct 2024 ivonajdenkoska/tulip/open_clip/loss.py e332856e3c2fc814 unverified Apache-2.0 (permissive)
Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners 3 Oct 2024 manhph2211/D-BETA/losses/ets.py 658a5c3878768244 unverified licence not identified · pointer only
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images 2 Oct 2024 likyoo/SegEarth-OV/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
ImageFolder: Autoregressive Image Generation with Folded Tokens 2 Oct 2024 lxa9867/imagefolder/tokenizer/tokenizer_image/cliploss.py e332856e3c2fc814 unverified licence not identified · pointer only
Embedding Geometries of Contrastive Language-Image Pre-Training 19 Sep 2024 eify/open_clip/src/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis 16 Aug 2024 YubaoZhao/ECG-Chat/open_clip/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation 9 Aug 2024 mc-lan/proxyclip/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
VSSD: Vision Mamba with Non-Causal State Space Duality 26 Jul 2024 YuHengsss/Trident/open_clip/loss.py e332856e3c2fc814 unverified Apache-2.0 (permissive)
Vision Model Pre-training on Interleaved Image-Text Data via Latent Compression Learning 11 Jun 2024 opengvlab/lcl/src/open_clip/loss.py e332856e3c2fc814 unverified MIT (permissive)
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs 11 Jun 2024 damo-nlp-sg/inf-clip/inf_clip/models/loss.py e332856e3c2fc814 unverified Apache-2.0 (permissive)
Modeling Caption Diversity in Contrastive Vision-Language Pretraining 30 Apr 2024 facebookresearch/llip/llip/open_clip/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
DreamLIP: Language-Image Pre-training with Long Captions 25 Mar 2024 zyf0619sjtu/DreamLIP/open_clip/loss.py e332856e3c2fc814 unverified CC-BY-4.0 · pointer only
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction 25 Mar 2024 citymind-lab/urbanvlp/open_clip_mine/loss.py e332856e3c2fc814 unverified no licence file found · pointer only
Long-CLIP: Unlocking the Long-Text Capability of CLIP 22 Mar 2024 beichenzbc/long-clip/open_clip_long/loss.py e332856e3c2fc814 unverified Apache-2.0 (permissive)
Sigmoid Loss for Language Image Pre-Training 27 Mar 2023 identical code first harvested elsewhere e332856e3c2fc814 unverified licence of this copy not recorded

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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