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transform

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

transform appears in the code Syntology harvested for 65 papers, as 68 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 21 of the papers; 9 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 transform 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 19 of the 68 distinct code bodies named transform; 49 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
4ran · violated contract
1ran · our draft was wrong
5ran · fixture could not drive it
7ran
49unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 17 of the 74 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

65 papers shown of 65, newest first; 74 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 7 papers added by Syntology; 4 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
Long-Horizon Forecasting of Complete Financial Statements with Forma added by Syntology 2026-08 (from id) forma-lab-mccombs/proforma-20q/src/proforma20q/transforms.py c132b630ab682403 ran fingerprinted Apache-2.0 (permissive)
Scalable and Differentiable Point-Cloud Registration Using Maximum Mean Discrepancy added by Syntology 2026-06 (from id) csiro-robotics/mmd-reg/mmd_reg/mmd_unweighted.py 20ba8d9d99d79032 ran · fixture could not drive it licence not identified · pointer only
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging added by Syntology 2026-04 (from id) tianweiy/SeqMRI/activemri/envs/loupe_envs.py c88cee9f022c5604 unverified MIT (permissive)
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems added by Syntology 2026-03 (from id) 511205787/WestWorld/models/WestWorld/westworld_utils.py 55e9f36554f7f672 unverified licence not identified · pointer only
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems added by Syntology 2026-03 (from id) 511205787/WestWorld/MPPI/hopper/world_model_westworld/westworld_utils.py f01fc5b65f20bb9c unverified licence not identified · pointer only
Test-Time Learning of Causal Structure from Interventional Data added by Syntology 2026-02 (from id) huawei-noah/trustworthyAI/competition/PCIC2021/submission.py a139780545cc072f unverified Apache-2.0 (permissive)
Learnable Fractional Reaction-Diffusion Dynamics for Under-Display ToF Imaging and Beyond added by Syntology 2025-11 (from id) wudiqx106/LFRD2/ToF_Dataset.py 8332028809d219fc unverified no licence file found · pointer only
Visual Autoregressive Modeling for Instruction-Guided Image Editing added by Syntology 2025-08 (from id) HiDream-ai/VAREdit/infer.py 2ee529509f3e71b8 unverified MIT (permissive)
Visual Autoregressive Modeling for Instruction-Guided Image Editing added by Syntology 2025-08 (from id) HiDream-ai/VAREdit/infinity/dataset/webdataset.py 218e5b39b233e615 unverified MIT (permissive)
MoM: Linear Sequence Modeling with Mixture-of-Memories 19 Feb 2025 opensparsellms/linear-moe/linear_moe/sequence_modeling/mom_linear_attention.py dd1050bf4bed6021 unverified Apache-2.0 (permissive)
MoM: Linear Sequence Modeling with Mixture-of-Memories 19 Feb 2025 opensparsellms/mom/mom/layers/mom.py c418611433fa4b9d unverified Apache-2.0 (permissive)
CameraHMR: Aligning People with Perspective 12 Nov 2024 pixelite1201/CameraHMR/CamSMPLify/losses.py 9551593dc52cc5d5 unverified no licence file found · pointer only
Bridging the Gap: Examining Vision Foundation Models for Optical and Radio Astronomy Applications 2024-09 (from id) elastufka/fm4astro/finetune.py 5549b6c9281cfcfe unverified GPL-3.0 (copyleft) · pointer only
EditBoard: Towards a Comprehensive Evaluation Benchmark for Text-Based Video Editing Models 15 Sep 2024 samchen2003/editboard/editboard/imaging_quality.py 80ed837661340660 ran MIT (permissive)
Unified Unsupervised Salient Object Detection via Knowledge Transfer 23 Apr 2024 I2-Multimedia-Lab/A2S-v3/util.py cf264bdd8a060979 ran MIT (permissive)
Inductive Cognitive Diagnosis for Fast Student Learning in Web-Based Online Intelligent Education Systems 17 Apr 2024 lswhim/icdm/runners/commonutils/datautils.py 1b4ba3a7dccb0b20 ran no licence file found · pointer only
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation 30 Mar 2024 shjo-april/DHR/core/uss/layers.py 0c168de9d101c228 ran no licence file found · pointer only
Reconciling Spatial and Temporal Abstractions for Goal Representation 18 Jan 2024 cosynus-lix/STAR/region_draw.py e859483773f4185f ran no licence file found · pointer only
SE(3) Diffusion Model-based Point Cloud Registration for Robust 6D Object Pose Estimation 26 Oct 2023 Jiang-HB/DiffusionReg/modules/DCP/dcp.py d60988746155a232 ran · fixture could not drive it MIT (permissive)
SE(3) Diffusion Model-based Point Cloud Registration for Robust 6D Object Pose Estimation 26 Oct 2023 Jiang-HB/DiffusionReg/utils/losses.py 4e06974feca89b9d ran MIT (permissive)
Hierarchical Neural Simulation-Based Inference Over Event Ensembles 21 Jun 2023 smsharma/hierarchical-inference/models/deep_set_freq.py 32e4f45d6f49bbb5 unverified MIT (permissive)
PIVOINE: Instruction Tuning for Open-world Information Extraction 24 May 2023 lukeming-tsinghua/instruction-tuning-for-open-world-ie/processed_pretrained_data/preprocess_func.py ba169667bd0928d0 unverified MIT (permissive)
3D Registration with Maximal Cliques 18 May 2023 zhangxy0517/3d-registration-with-maximal-cliques/Python_implement/example_with_fpfh_fcgf.py 9e72d23a822872a8 unverified MIT (permissive)
Imitating Graph-Based Planning with Goal-Conditioned Policies 20 Mar 2023 junsu-kim97/pig/planner/goal_plan.py b92d018d6cbdd419 ran · violated contract fingerprinted MIT (permissive)
Mask Conditional Synthetic Satellite Imagery 8 Feb 2023 ms-synthetic-satellite-image/synthetic-satellite-imagery/generate_synthetic/inference.py ed740c04b96e7dda unverified MIT recorded; this copy not marked cleared · pointer only
V1T: large-scale mouse V1 response prediction using a Vision Transformer 6 Feb 2023 bryanlimy/V1T/src/v1t/pretrain/data.py 9b4e97266208c605 unverified MIT (permissive)
ViDeBERTa: A powerful pre-trained language model for Vietnamese 25 Jan 2023 HySonLab/ViDeBERTa/fine-tuning/POS_NER/source/preprocess_data.py 52f86aa48f2f8712 unverified MIT (permissive)
Multi-objective optimization via equivariant deep hypervolume approximation 5 Oct 2022 jimbo994/deephv-iclr/run_pymoo_experiments.py be59209c162975a9 ran · our draft was wrong fingerprinted no licence file found · pointer only
Atari-5: Distilling the Arcade Learning Environment down to Five Games 5 Oct 2022 maitchison/atari-5/atari5.py cfea1ab5ece03bb6 ran · violated contract fingerprinted MIT (permissive)
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation 1 Aug 2022 0jason000/CLIFF/common/imutils.py 562fd63ef9321550 unverified Apache-2.0 (permissive)
Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed Prior 8 Jun 2022 cq615/bigm-motion-tracking/utils.py 311ef848020b883f unverified MIT (permissive)
SemAttack: Natural Textual Attacks via Different Semantic Spaces 3 May 2022 ai-secure/semattack/English/bert/attack.py 0d7997a224b13979 unverified no licence file found · pointer only
SC^2-PCR: A Second Order Spatial Compatibility for Efficient and Robust Point Cloud Registration 28 Mar 2022 zhichen902/sc2-pcr/SC2_PCR.py d60988746155a232 ran · fixture could not drive it MIT (permissive)
Coarse-to-fine Animal Pose and Shape Estimation 16 Nov 2021 chaneyddtt/coarse-to-fine-3d-animal/datasets/imutils.py 44ec83c302f6a44b unverified MIT (permissive)
TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models 21 Sep 2021 oleehyo/texteller/texteller/paddleocr/predict_det.py 064afdff91999507 unverified Apache-2.0 (permissive)
Investigating the Impact of Multi-LiDAR Placement on Object Detection for Autonomous Driving 2 May 2021 HanjiangHu/Multi-LiDAR-Placement-for-3D-Detection/S_MIG/sample_script.py 0469d2c91c6b5cdf unverified MIT (permissive)
Neural Thompson Sampling 2 Oct 2020 RonyAbecidan/Neural-Thompson-Sampling/Experiments/NeuralTS.py 12899114f3022a68 ran · violated contract fingerprinted no licence file found · pointer only
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks 17 Sep 2020 bit-ml/dyreg-gnn/main_standard.py 60dc02a9d73a216b unverified Apache-2.0 (permissive)
Who Left the Dogs Out? 3D Animal Reconstruction with Expectation Maximization in the Loop 21 Jul 2020 benjiebob/WLDO/dataset_dogs/imutils.py 44ec83c302f6a44b unverified MIT (permissive)
The Signature Kernel is the solution of a Goursat PDE 26 Jun 2020 crispitagorico/SignatureKernel/sigkernel/transformers.py d40eed5f9570548c unverified Apache-2.0 (permissive)
Learning Individual Speaking Styles for Accurate Lip to Speech Synthesis 17 May 2020 Rudrabha/Lip2Wav/face_detection/utils.py fcc1fdc4b492b421 unverified MIT (permissive)
Semi-supervised Hypergraph Node Classification on Hypergraph Line Expansion 11 May 2020 ycq091044/legcn/src/LE.py d1dc46dc6468b1cc ran · fixture could not drive it fingerprinted no licence file found · pointer only
Generating Narrative Text in a Switching Dynamical System 8 Apr 2020 StonyBrookNLP/SLDS-Stories/data_utils.py 92918efb0313ba75 unverified MIT (permissive)
RPM-Net: Robust Point Matching using Learned Features 30 Mar 2020 yewzijian/RPMNet/src/common/math/se3.py 9658f194c41b4f13 unverified MIT (permissive)
RPM-Net: Robust Point Matching using Learned Features 30 Mar 2020 yewzijian/RPMNet/src/common/math/so3.py 01535a12b106422c unverified MIT (permissive)
CodeBERT: A Pre-Trained Model for Programming and Natural Languages 19 Feb 2020 peri-source/peri/peri/conf.py 38157a1ab1b0b136 unverified MIT (permissive)
Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction 24 Oct 2019 tumeteor/neurips2019challenge/src/utils.py 002584257fb107b0 unverified Apache-2.0 (permissive)
MeteorNet: Deep Learning on Dynamic 3D Point Cloud Sequences 21 Oct 2019 xingyul/meteornet/scene_flow_kitti/gen_kitti_flow.py 3968ab0292a2f677 ran · fixture could not drive it MIT (permissive)
Joint-task Self-supervised Learning for Temporal Correspondence 26 Sep 2019 Liusifei/UVC/model.py 98d9c87973a0354e unverified MIT (permissive)
Content-Aware Unsupervised Deep Homography Estimation 12 Sep 2019 JirongZhang/DeepHomography/Oneline-DLTv1/utils.py f308a5f3f5f78131 unverified MIT (permissive)
TASED-Net: Temporally-Aggregating Spatial Encoder-Decoder Network for Video Saliency Detection 15 Aug 2019 kylemin/TASED-Net/dataset.py 606ff813e9bb78c4 unverified MIT (permissive)
TASED-Net: Temporally-Aggregating Spatial Encoder-Decoder Network for Video Saliency Detection 15 Aug 2019 kylemin/TASED-Net/run_example.py 951990605264858e unverified MIT (permissive)
Mapping State Space using Landmarks for Universal Goal Reaching 15 Aug 2019 FangchenLiu/map_planner/planner/goal_plan.py b92d018d6cbdd419 ran · violated contract fingerprinted MIT (permissive)
Mapping State Space using Landmarks for Universal Goal Reaching 15 Aug 2019 FangchenLiu/map_planner/planner/vis_pointmaze.py 9a047e4f770d9c79 unverified MIT (permissive)
Deep Learning for Time Series Forecasting: The Electric Load Case 22 Jul 2019 albertogaspar/dts/dts/datasets/gefcom2014.py 8b54f8ef4c0d11fc unverified MIT (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 protossw512/AdaptiveWingLoss/dataset/convert_WFLW.py 79b7a34d972b528d unverified Apache-2.0 (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 protossw512/AdaptiveWingLoss/utils/utils.py 1cd6afcc14570b53 unverified Apache-2.0 (permissive)
Learning Transformation Synchronization 27 Jan 2019 xiangruhuang/Learning2Sync/src/data_processing/algebra.py e0214e37a0a78489 unverified BSD-3-Clause (permissive)
TSM: Temporal Shift Module for Efficient Video Understanding 20 Nov 2018 sunutf/TSM/tsm_fpga/main_tf.py 406596818e861a3d unverified MIT (permissive)
Robustness of Conditional GANs to Noisy Labels 8 Nov 2018 POLane16/Robust-Conditional-GAN/cifar10/common/misc.py b67362dfc6797565 unverified MIT (permissive)
An efficient framework for learning sentence representations 7 Mar 2018 asappresearch/dialog-intent-induction/run_mvsc.py 962f3fb3209d777e unverified MIT (permissive)
An efficient framework for learning sentence representations 7 Mar 2018 asappresearch/dialog-intent-induction/train_qt.py 855b1f313f931743 unverified MIT (permissive)
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks 19 Oct 2017 hanzhanggit/StackGAN/misc/utils.py b67362dfc6797565 unverified MIT (permissive)
Universal Style Transfer via Feature Transforms 23 May 2017 ojus1/StyleTransfer/StyleTransfer.py 298f30782ca9898e ran · fixture could not drive it fingerprinted no licence file found · pointer only
Learning to Generate Long-term Future via Hierarchical Prediction 19 Apr 2017 rubenvillegas/icml2017hierchvid/lstm_src/train_det_rnn_h36m.py 574268d8d2672f71 ran · honoured contract fingerprinted MIT (permissive)
Emotional Chatting Machine: Emotional Conversation Generation with Internal and External Memory 4 Apr 2017 wangihzyue/ECM-replication/classifier.py e078d00565acdadd ran · honoured contract no licence file found · pointer only
How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks) 21 Mar 2017 1adrianb/face-alignment/face_alignment/utils.py 18816f434cfff85c unverified BSD-3-Clause (permissive)
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks 10 Dec 2016 rafiahmed40/stack-adverserial-network/misc/utils.py b67362dfc6797565 unverified MIT (permissive)
Semantic Image Inpainting with Deep Generative Models 26 Jul 2016 InternityFoundation/SemanticInpainting/image_helpers.py 5ac0fc219f5ab4e8 unverified no licence file found · pointer only
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets 23 May 2016 automl/RoBO/robo/fmin/fabolas.py c8487ed0e4c495ba ran · violated contract fingerprinted BSD-3-Clause (permissive)
arXiv:aaai_19917 ZhiChen902/DetarNet/utils/SE3.py d60988746155a232 ran · fixture could not drive it MIT (permissive)
arXiv:Zhou_Texture-Guided_Saliency_Distilling_for_Unsupervised_Salient_Object_Detection_CVPR_2023_paper moothes/A2S-v2/util.py 1c6d06efae72bff7 unverified MIT (permissive)
arXiv:Yin_From_Slow_Bidirectional_to_Fast_Autoregressive_Video_Diffusion_Models_CVPR_2025_paper Vchitect/VBench/vbench/imaging_quality.py fad2eec4852bd411 unverified Apache-2.0 (permissive)
arXiv:2022.acl-long.141 Los-Phoenix/NFETC-FCLC/transform_wiki.py 0f2b3863621f58ea unverified 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".

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