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get_confirm_token

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

get_confirm_token appears in the code Syntology harvested for 41 papers, as 4 distinct code bodies found in 41 places (a place is one code body under one paper). At least one of them ran in 2 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 get_confirm_token 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 4 distinct code bodies named get_confirm_token; 3 are 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
1ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 41 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

41 papers shown of 41, newest first; 41 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
Video-based Music Generation added by Syntology 2026-02 (from id) serkansulun/deep-music-enhancer/output/models/get_models.py 135b3dc835ffe6ad unverified no licence file found · pointer only
Multi-view biomedical foundation models for molecule-target and property prediction 25 Oct 2024 BiomedSciAI/biomed-multi-view/bmfm_sm/launch/download_molecule_net_data.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
Offline Model-Based Optimization by Learning to Rank 15 Oct 2024 brandontrabucco/design-bench/design_bench/disk_resource.py fb3792dae3b52c70 ran MIT (permissive)
Enhancing Domain Adaptation through Prompt Gradient Alignment 13 Jun 2024 VietHoang1512/PGA/download.py 135b3dc835ffe6ad unverified no licence file found · pointer only
On the Content Bias in Fréchet Video Distance 18 Apr 2024 songweige/tats/tats/download.py 135b3dc835ffe6ad unverified MIT (permissive)
Audio-Synchronized Visual Animation 8 Mar 2024 lzhangbj/ASVA/avgen/evaluations/models/download.py 135b3dc835ffe6ad unverified no licence file found · pointer only
Steered Diffusion: A Generalized Framework for Plug-and-Play Conditional Image Synthesis 30 Sep 2023 merlresearch/SteeredDiffusion/utils/download_models_func.py 135b3dc835ffe6ad unverified AGPL-3.0 (copyleft) · pointer only
SEAL: A Framework for Systematic Evaluation of Real-World Super-Resolution 6 Sep 2023 xpixelgroup/seal/seal/utils/download_util.py 135b3dc835ffe6ad unverified no licence file found · pointer only
Unsupervised Semantic Correspondence Using Stable Diffusion 24 May 2023 ubc-vision/LDM_correspondences/eval/download.py 988fd31ae49fff76 unverified Apache-2.0 (permissive)
AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning with Masked Autoencoders 16 Nov 2022 Nithin-GK/UniteandConquer/utils/download_models_func.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis 24 Mar 2022 cszn/scunet/utils/utils_googledownload.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization 17 Feb 2022 rail-berkeley/design-bench/design_bench/disk_resource.py fb3792dae3b52c70 ran MIT (permissive)
Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning 27 Oct 2021 sutd-visual-computing-group/KML-Classification/get_dataset_script/download_miniimagenet.py 135b3dc835ffe6ad unverified MIT (permissive)
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution 25 Mar 2021 kadirnar/bsrgan-pip/bsrgan/utils/utils_googledownload.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization 15 Feb 2021 med-air/FedBN/utils/data_preprocess.py 135b3dc835ffe6ad unverified no licence file found · pointer only
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters 20 Oct 2020 IMPLabUniPr/UniParma-at-semeval-2021-task-5/download.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
Masked Face Recognition for Secure Authentication 25 Aug 2020 nodefluxio/automatic-masking-master/utils/fetch_dataset.py 135b3dc835ffe6ad unverified MIT (permissive)
Learning Sparse Prototypes for Text Generation 29 Jun 2020 jxhe/sparse-text-prototype/sparse_prototype/prepare_data.py 135b3dc835ffe6ad unverified MIT (permissive)
Instance-aware Image Colorization 21 May 2020 ericsujw/InstColorization/download.py 135b3dc835ffe6ad unverified MIT (permissive)
A Batch Normalized Inference Network Keeps the KL Vanishing Away 27 Apr 2020 valdersoul/bn-vae/prepare_data.py 135b3dc835ffe6ad unverified MIT (permissive)
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and Classification 2 Apr 2020 fei960922/GPointNet/utils/data_util.py 135b3dc835ffe6ad unverified MIT (permissive)
An Explicit Local and Global Representation Disentanglement Framework with Applications in Deep Clustering and Unsupervised Object Detection 24 Jan 2020 51616/split-vae/vae/utils.py 135b3dc835ffe6ad unverified MIT (permissive)
Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis 5 Jan 2020 josemenber/image-based-crop-anomaly-detection/download_images.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
A Characteristic Function Approach to Deep Implicit Generative Modeling 16 Sep 2019 crslab/OCFGAN/download.py 135b3dc835ffe6ad unverified MIT (permissive)
Image Super-Resolution by Neural Texture Transfer 3 Mar 2019 S-aiueo32/srntt-pytorch/download_dataset.py 135b3dc835ffe6ad unverified Apache-2.0 (permissive)
Lagging Inference Networks and Posterior Collapse in Variational Autoencoders 16 Jan 2019 jxhe/vae-lagging-encoder/prepare_data.py 135b3dc835ffe6ad unverified MIT (permissive)
DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning 9 Oct 2018 identical code first harvested elsewhere 135b3dc835ffe6ad unverified licence of this copy not recorded
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 overfitter/biobert_embedding/biobert_embedding/downloader.py 135b3dc835ffe6ad unverified MIT (permissive)
The relativistic discriminator: a key element missing from standard GAN 2 Jul 2018 taki0112/RelativisticGAN-Tensorflow/download.py 135b3dc835ffe6ad unverified MIT (permissive)
On gradient regularizers for MMD GANs 29 May 2018 identical code first harvested elsewhere 135b3dc835ffe6ad unverified licence of this copy not recorded
Self-Attention Generative Adversarial Networks 21 May 2018 taki0112/Self-Attention-GAN-Tensorflow/download.py 135b3dc835ffe6ad unverified MIT (permissive)
Unifying and Merging Well-trained Deep Neural Networks for Inference Stage 14 May 2018 ivclab/NeuralMerger/Fine-tuning/download.py 135b3dc835ffe6ad unverified MIT (permissive)
Learning to See in the Dark 4 May 2018 cchen156/Learning-to-See-in-the-Dark/download_models.py 135b3dc835ffe6ad unverified MIT (permissive)
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation 24 Nov 2017 identical code first harvested elsewhere 135b3dc835ffe6ad unverified licence of this copy not recorded
Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery 17 Mar 2017 LeeDoYup/AnoGAN/download.py 135b3dc835ffe6ad unverified MIT (permissive)
Finding Tiny Faces 13 Dec 2016 varununleashed/tiny_faces_temp/download_WIDERFACE.py 135b3dc835ffe6ad unverified MIT (permissive)
Neural Combinatorial Optimization with Reinforcement Learning 29 Nov 2016 pemami4911/neural-combinatorial-rl-pytorch/tsp_task.py 135b3dc835ffe6ad unverified MIT (permissive)
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings 21 Jul 2016 KylianvG/Embetter/embetter/download.py 0a61606e18188ee3 unverified MIT (permissive)
Pointer Networks 9 Jun 2015 devsisters/pointer-network-tensorflow/download.py 135b3dc835ffe6ad unverified MIT (permissive)
FaceNet: A Unified Embedding for Face Recognition and Clustering 12 Mar 2015 davidsandberg/facenet/src/download_and_extract.py 135b3dc835ffe6ad unverified MIT (permissive)
RENOIR - A Dataset for Real Low-Light Image Noise Reduction 29 Sep 2014 Aftaab99/DenoisingAutoencoder/download_data.py 135b3dc835ffe6ad 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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