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point_form

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

point_form appears in the code Syntology harvested for 15 papers, as 2 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 1 of the code bodies carries 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 point_form 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 1 of the 2 distinct code bodies named point_form; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
0ran
1unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 16 places is 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

15 papers shown of 15, newest first; 16 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 1 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
When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift added by Syntology 2026-06 (from id) megvii-research/CADDM/detection_layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
INQUIRE: A Natural World Text-to-Image Retrieval Benchmark 4 Nov 2024 biubug6/Pytorch_Retinaface/utils/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
A View From Somewhere: Human-Centric Face Representations 30 Mar 2023 yukimasano/PASS/PASSify/face/utils/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
X-Adv: Physical Adversarial Object Attacks against X-ray Prohibited Item Detection 19 Feb 2023 dig-beihang/x-adv/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
Active Learning for Deep Object Detection via Probabilistic Modeling 30 Mar 2021 NVlabs/AL-MDN/layers/modules/multibox_loss_gmm.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted licence not identified · pointer only
Interpolation-based semi-supervised learning for object detection 3 Jun 2020 soo89/ISD-SSD/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection 18 May 2020 RoadoneP/aloha/layers/box_utils.py 27dbfe70566c2e97 unverified MIT (permissive)
YOLACT++: Better Real-time Instance Segmentation 3 Dec 2019 dbolya/yolact/layers/box_utils.py 27dbfe70566c2e97 unverified MIT (permissive)
EXTD: Extremely Tiny Face Detector via Iterative Filter Reuse 15 Jun 2019 clovaai/EXTD_Pytorch/layers/bbox_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 2275519762/RetinaFace_Pytorch/utils/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
YOLACT: Real-time Instance Segmentation 4 Apr 2019 artneer/yolact/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
YOLACT: Real-time Instance Segmentation 4 Apr 2019 NSCL/yolact_instance/layers/box_utils.py 27dbfe70566c2e97 unverified MIT (permissive)
Panoptic Feature Pyramid Networks 8 Jan 2019 ashwath007/amenity-detection/Algo/SSD/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Mask R-CNN 20 Mar 2017 yczhang1017/SSD_resnet_pytorch/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
SSD: Single Shot MultiBox Detector 8 Dec 2015 Guillem96/ssd-pytorch/ssd/boxes.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted MIT (permissive)
Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 MaliParag/ScanSSD/layers/box_utils.py 3bea1addc1e14162 ran · our draft was wrong fingerprinted 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".

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