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positionalencoding2d

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

positionalencoding2d appears in the code Syntology harvested for 17 papers, as 12 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 14 of the papers; 6 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 positionalencoding2d 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 9 of the 12 distinct code bodies named positionalencoding2d; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

6ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
3ran
3unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 17 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

17 papers shown of 17, newest first; 17 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; 2 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
PRVQL: Progressive Knowledge-guided Refinement for Robust Egocentric Visual Query Localization 11 Feb 2025 fb-reps/PRVQL/utils/model_utils.py b2e8731183a22bb6 unverified MIT (permissive)
MathNet: A Data-Centric Approach for Printed Mathematical Expression Recognition 21 Apr 2024 felix-schmitt/MathNet/model_parts/CNNEncoder.py 8de4d7bd941a5807 ran fingerprinted CC-BY-4.0 · pointer only
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering 19 Dec 2023 Junjue-Wang/EarthVQA/module/position_emb.py 37d52453adf46f82 ran fingerprinted no licence file found · pointer only
LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video Reconstruction 22 Aug 2023 haesoochung/lan-hdr/models/layers.py 70578ea79958d42a ran no licence file found · pointer only
Recursive Video Lane Detection 22 Aug 2023 dongkwonjin/RVLD/Modeling/OpenLane-V/PLD/code/models/model.py 79188a59272546c8 ran · honoured contract Apache-2.0 (permissive)
3D Human Mesh Estimation from Virtual Markers 21 Mar 2023 shirleymaxx/vmarker-pro/vmpro/models/diff3dmesh.py 625198d32cb05a88 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Object-centric Learning with Cyclic Walks between Parts and Whole 16 Feb 2023 zhanglab-deepneurocoglab/parts-whole-object-centric-learning/models/sacrw.py 2744d74f0a6e7e72 ran · honoured contract fingerprinted no licence file found · pointer only
Unsupervised Learning of Equivariant Structure from Sequences 12 Oct 2022 takerum/meta_sequential_prediction/utils/emb2d.py 69664111108e8701 ran · honoured contract fingerprinted MIT (permissive)
LocalBins: Improving Depth Estimation by Learning Local Distributions 28 Mar 2022 shariqfarooq123/localbins/models/localbins.py 486a705761f533bf ran · honoured contract GPL-3.0 (copyleft) · pointer only
Video as Conditional Graph Hierarchy for Multi-Granular Question Answering 12 Dec 2021 doc-doc/hqga/networks/PosEmbed.py 69664111108e8701 ran · honoured contract fingerprinted MIT (permissive)
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows 27 Jul 2021 gudovskiy/cflow-ad/model.py fd31dcc4742a6774 unverified BSD-3-Clause (permissive)
LegoFormer: Transformers for Block-by-Block Multi-view 3D Reconstruction 23 Jun 2021 faridyagubbayli/LegoFormer/legoformer/util/utils.py 69664111108e8701 ran · honoured contract fingerprinted MIT (permissive)
Medical Image Segmentation Using Squeeze-and-Expansion Transformers 20 May 2021 askerlee/segtran/code/networks/segtran_shared.py 8835d90bb9dd73b8 ran · honoured contract fingerprinted no licence file found · pointer only
Location-aware Graph Convolutional Networks for Video Question Answering 7 Aug 2020 SunDoge/L-GCN/model/PosEmbed.py 69664111108e8701 ran · honoured contract fingerprinted BSD-3-Clause (permissive)
Attention Is All You Need 12 Jun 2017 wzlxjtu/PositionalEncoding2D/positionalembedding2d.py 69664111108e8701 ran · honoured contract fingerprinted no licence file found · pointer only
arXiv:aaai_29295 Jack24658735/FedLGT/models/position_enc.py 69664111108e8701 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:Yuan_StyleSRN_Scene_Text_Image_Super-Resolution_with_Text_Style_Embedding_ICCV_2025_paper Yuanssr/StyleSRN/model/tbsrn.py b9e142946c72a5a6 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