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roty

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

roty appears in the code Syntology harvested for 19 papers, as 8 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 3 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 roty 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 3 of the 8 distinct code bodies named roty; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
5unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 19 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

19 papers shown of 19, newest first; 19 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
Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection 1 Aug 2024 Ruiyang-061X/UA3D/data_preprocessing/kitti_util.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
Dual-Perspective Knowledge Enrichment for Semi-Supervised 3D Object Detection 10 Jan 2024 tingxueronghua/dpke/models/loss_helper_unlabeled.py e1f78f900f99690f ran · honoured contract fingerprinted no licence file found · pointer only
LayoutGPT: Compositional Visual Planning and Generation with Large Language Models 24 May 2023 weixi-feng/layoutgpt/eval_scene_layout.py dae708ee6dab2577 unverified MIT (permissive)
Unsupervised Adaptation from Repeated Traversals for Autonomous Driving 27 Mar 2023 yurongyou/rote-da/p2_score/utils/kitti_util.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
StyleLight: HDR Panorama Generation for Lighting Estimation and Editing 29 Jul 2022 wanggcong/stylelight/skylibs/envmap/environmentmap.py 873a154399e8047b ran · honoured contract fingerprinted MIT (permissive)
Learning to Detect Mobile Objects from LiDAR Scans Without Labels 29 Mar 2022 trailab/hypermodest/data_preprocessing/kitti_util.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception 22 Mar 2022 YurongYou/Hindsight/data_preprocessing/kitti_util.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
Sparse Fuse Dense: Towards High Quality 3D Detection with Depth Completion 18 Mar 2022 LittlePey/SFD/kitti_util.py ae86074e10e1dfd7 ran fingerprinted Apache-2.0 (permissive)
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics 7 Feb 2022 neurai-lab/mt-sfmlearner/mtsfmlearner/datasets/kitti_dataset_utils.py 0a19721bdaffaddd unverified MIT (permissive)
4D-Net for Learned Multi-Modal Alignment 2 Sep 2021 chanlilong/4D_NET_pytorch/utils/calibration_util.py e5ce5f132be82d00 unverified MIT (permissive)
Geometric Unsupervised Domain Adaptation for Semantic Segmentation 30 Mar 2021 tri-ml/packnet-sfm/packnet_sfm/datasets/kitti_dataset_utils.py 0a19721bdaffaddd unverified MIT (permissive)
Semantically-Guided Representation Learning for Self-Supervised Monocular Depth 27 Feb 2020 TRI-ML/packnet-sfm/packnet_sfm/datasets/kitti_dataset_utils.py 0a19721bdaffaddd unverified MIT (permissive)
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale Dataset 19 Feb 2020 StanfordVL/JRMOT_ROS/src/calibration.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving 10 Jan 2020 maudzung/RTM3D/src/data_process/kitti_data_utils.py f83dc76e5a02776d unverified MIT (permissive)
Cooperative Perception for 3D Object Detection in Driving Scenarios using Infrastructure Sensors 18 Dec 2019 eduardohenriquearnold/coop-3dod-infra/lib/dataset/kitti_util.py ae86074e10e1dfd7 ran fingerprinted BSD-2-Clause (permissive)
Modeling Local Geometric Structure of 3D Point Clouds using Geo-CNN 19 Nov 2018 voidrank/Geo-CNN/kitti/kitti_util.py ae86074e10e1dfd7 ran fingerprinted Apache-2.0 (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 lrxiao/free-space/kitti_util.py ae86074e10e1dfd7 ran fingerprinted MIT (permissive)
arXiv:aaai_25287 haooozi/GLT-T/datasets/utils.py dc8f4f61462a3cbb unverified Apache-2.0 (permissive)
arXiv:136990210 pigtigger/FH-Net/utils/data_utils/kitti_oxts.py e1f78f900f99690f ran · honoured contract 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