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AttentionPool2d

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

AttentionPool2d appears in the code Syntology harvested for 14 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 13 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 AttentionPool2d 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 13 of the 14 distinct code bodies named AttentionPool2d; 1 is 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
13ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 14 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

14 papers shown of 14, newest first; 14 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
RadPRISM: Schema-stratified radiology-report supervision for concept-disentangled image representations and visual grounding added by Syntology 2026-08 (from id) Roypic/Benchmarkingattention/models/mavl_model.py 4cf44228614dd2bc ran no licence file found · pointer only
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 da20926d9b005427 ran · metamorphic tier: invariant 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 733f63bc89b6c510 ran · metamorphic tier: deterministic 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 b6f745bb89c2225b ran · metamorphic tier: deterministic no licence file found · pointer only
Classification Done Right for Vision-Language Pre-Training 5 Nov 2024 x-cls/superclass/opencls/open_clip/cls_model.py 785f7419f700fb21 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework 12 Mar 2024 HieuPhan33/MAVL/Pretrain/models/model_MAVL.py 989ccd27e10e989a unverified no licence file found · pointer only
Accurate and Fast Compressed Video Captioning 22 Sep 2023 acherstyx/CoCap/cocap/modules/compressed_video/compressed_video_transformer.py 7ad728e4c631a807 ran · metamorphic tier: deterministic MIT (permissive)
Text Promptable Surgical Instrument Segmentation with Vision-Language Models 15 Jun 2023 franciszzj/tp-sis/model/segmenter.py 29bea1a18a0fa0d5 ran no licence file found · pointer only
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/chessgpt/chessclip/src/open_clip/model.py 6fdc88f3b630d199 ran Apache-2.0 (permissive)
Learning Emotion Representations from Verbal and Nonverbal Communication 22 May 2023 Xeaver/EmotionCLIP/src/models/base.py c31ea380cbe12461 ran MIT (permissive)
EGC: Image Generation and Classification via a Diffusion Energy-Based Model 4 Apr 2023 GuoQiushan/EGC/guided_diffusion/unet.py 5eab1eccceac91bf ran MIT (permissive)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 25 Mar 2023 jpthu17/dicosa/tvr/models/modeling.py 9dbc40efee885693 ran 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 03b49fee1c4ea883 ran · metamorphic tier: deterministic MIT (permissive)
arXiv:2025.findings-emnlp.28 BUAAPY/ProPy/modules/clip_propy.py 1371958d4e89f57a ran · metamorphic tier: deterministic 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