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deconv2d

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

deconv2d appears in the code Syntology harvested for 15 papers, as 15 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 1 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 deconv2d 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 15 distinct code bodies named deconv2d; 14 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
14unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 5 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

15 papers shown of 15, 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; 1 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
Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts 5 Dec 2023 jiayichen815/feal/model/layers.py 25c2247542f0e512 ran no licence file found · pointer only
Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series 16 Feb 2022 khalooei/ALOCC-CVPR2018/ops.py f43eeb47efdaf9c4 unverified MIT (permissive)
Planar Surface Reconstruction from Sparse Views 26 Mar 2021 jinlinyi/SparsePlanes/sparsePlane/sparseplane/modeling/camera_net/camera_head.py 8772d6bd1907c0d8 unverified MIT (permissive)
GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models 9 Sep 2019 DingfanChen/GAN-Leaks/gan_models/dcgan/ops.py f1f0201f439514d5 unverified MIT (permissive)
ODE$^2$VAE: Deep generative second order ODEs with Bayesian neural networks 27 May 2019 cagatayyildiz/ODE2VAE/model/tf_utils.py 1c8f188e44e84b06 unverified MIT (permissive)
Photo-Realistic Monocular Gaze Redirection Using Generative Adversarial Networks 29 Mar 2019 HzDmS/gaze_redirection/utils/ops.py 9e610832c42090cb unverified MIT (permissive)
Robustness of Conditional GANs to Noisy Labels 8 Nov 2018 POLane16/Robust-Conditional-GAN/mnist/ops.py f43eeb47efdaf9c4 unverified MIT (permissive)
Modeling Sparse Deviations for Compressed Sensing using Generative Models 4 Jul 2018 ermongroup/sparse_gen/celebA_dcgan/ops.py e4d1391909610011 unverified MIT (permissive)
Self-Attention Generative Adversarial Networks 21 May 2018 brain-research/self-attention-gan/ops.py 5dd971c70bb05143 unverified Apache-2.0 (permissive)
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees 23 Feb 2018 shahviraj/pgdgan/celebA_dcgan/ops.py e4d1391909610011 unverified MIT (permissive)
Image-to-Image Translation with Conditional Adversarial Networks 21 Nov 2016 cianfrocco-lab/GAN-for-Cryo-EM-image-denoising/utils.py c84219da69501dc6 unverified MIT (permissive)
Unsupervised Cross-Domain Image Generation 7 Nov 2016 kaonashi-tyc/zi2zi/model/ops.py 53db3506d02a13f1 unverified Apache-2.0 (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 XiafeiYu/DCGAN/model.py 7c24ec5fd8a58f5a unverified no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 ChengBinJin/U-Net-TensorFlow/src/model.py 26c7646a9195f805 unverified no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 jakeret/tf_unet/tf_unet/unet.py 133ac4b1dc565e2d unverified GPL-3.0 (copyleft) · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 jerichooconnell/tf_unet/tf_unet/unet.py 6edf2648d9b96747 unverified GPL-3.0 (copyleft) · pointer only
arXiv:Zhou_Generalizable_Cross-Modality_Medical_Image_Segmentation_via_Style_Augmentation_and_Dual_CVPR_2022_paper zzzqzhou/Dual-Normalization/model/layers.py 40923f32a6a5b51a 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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