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bn

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

bn appears in the code Syntology harvested for 19 papers, as 11 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 2 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 bn 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 5 of the 11 distinct code bodies named bn; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
3ran
6unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 20 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

19 papers shown of 19, newest first; 20 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; 3 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
DRAG: Data Reconstruction Attack using Guided Diffusion added by Syntology 2025-09 (from id) ntuaislab/DRAG/models/likelihood_maximization.py cd7e7024386fb823 ran · our draft was wrong no licence file found · pointer only
Blind Image Deconvolution by Generative-based Kernel Prior and Initializer via Latent Encoding 20 Jul 2024 jtaoz/gkpile-deconvolution/networks/common.py cd7e7024386fb823 ran · our draft was wrong BSD-2-Clause (permissive)
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models 27 May 2024 csdwren/SelfDeblur/models/common.py cd7e7024386fb823 ran · our draft was wrong no licence file found · pointer only
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution 24 Apr 2024 XYLGroup/DKP/DIPDKP/DIPDKP/model/common.py cd7e7024386fb823 ran · our draft was wrong Apache-2.0 (permissive)
Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems 18 Jun 2022 giannisdaras/ilo/ilo_biggan.py 681a8a8bb1689e7a ran fingerprinted no licence file found · pointer only
Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data 11 Apr 2022 FriedRonaldo/Primitives-PS/cifar/diffAug-cifar-posttrain/BigGAN.py e9d1f7dec1c996a1 ran no licence file found · pointer only
Layout-Guided Novel View Synthesis from a Single Indoor Panorama 31 Mar 2021 facebookresearch/synsin/models/z_buffermodel.py e499647e5bba64ae unverified licence not identified · pointer only
Efficient Conditional GAN Transfer with Knowledge Propagation across Classes 12 Feb 2021 mshahbazi72/cGANTransfer/BigGAN.py 1c85899609ec850d ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
CSS10: A Collection of Single Speaker Speech Datasets for 10 Languages 27 Mar 2019 Kyubyong/css10/tacotron/modules.py 21f623855d3d8bb9 unverified Apache-2.0 (permissive)
Noise2Self: Blind Denoising by Self-Supervision 30 Jan 2019 mozanunal/SparseCT/sparse_ct/model/common.py cd7e7024386fb823 ran · our draft was wrong MIT (permissive)
On Learning Associations of Faces and Voices 15 May 2018 changil/facevoice/facevoice.py 292d30c5795a85f6 unverified MIT (permissive)
MGGAN: Solving Mode Collapse using Manifold Guided Training 12 Apr 2018 QuickSolverKyle/Tensorflow-MyGANs/ops.py 0ebe72a4409e7f3b unverified MIT (permissive)
Deep Image Prior 29 Nov 2017 dniku/perceptual-gradient-networks/archs/deep_image_prior/common.py cd7e7024386fb823 ran · our draft was wrong MPL-2.0 (copyleft) · pointer only
Tacotron: Towards End-to-End Speech Synthesis 29 Mar 2017 Kyubyong/tacotron/modules.py 21f623855d3d8bb9 unverified Apache-2.0 (permissive)
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation 28 Nov 2016 ankit-vaghela30/Cilia-Segmentation/hastings/tiramisu_model.py 011e9d1f4a18f0c1 unverified MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters/modified_resnet.py 3be20b1c2fd39dff ran · our draft was wrong no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 ry/tensorflow-resnet/resnet.py a119c928e7d50ee1 unverified MIT (permissive)
arXiv:Zang_IntraTomo_Self-Supervised_Learning-Based_Tomography_via_Sinogram_Synthesis_and_Prediction_ICCV_2021_paper matheusgadelha/ShapeRecDeepPrior/models/common.py cd7e7024386fb823 ran · our draft was wrong MIT (permissive)
arXiv:Li_Self-Supervised_Blind_Motion_Deblurring_With_Deep_Expectation_Maximization_CVPR_2023_paper Chilie/Deblur_MCEM/networks/common.py cd7e7024386fb823 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:Li_Deep_Random_Projector_Accelerated_Deep_Image_Prior_CVPR_2023_paper sun-umn/Deep-Random-Projector/1_Denoising/models/common.py cd7e7024386fb823 ran · our draft was wrong 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