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decoder

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

decoder appears in the code Syntology harvested for 19 papers, as 25 distinct code bodies found in 25 places (a place is one code body under one paper). At least one of them ran in 4 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 decoder 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 4 of the 25 distinct code bodies named decoder; 21 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
4ran
21unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 25 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; 25 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; 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
How to Make Large Language Models Generate 100% Valid Molecules? added by Syntology 2025-09 (from id) wentao228/SmiSelf/smiself/decoder.py 45f1bef14e59d6da unverified no licence file found · pointer only
OneRestore: A Universal Restoration Framework for Composite Degradation 5 Jul 2024 gy65896/onerestore/model/OneRestore.py 4b68208faa69b606 unverified no licence file found · pointer only
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and Reconstruction 3 Sep 2023 lpcccc-cv/MC-CDic/models/modules/MCCDic.py d3f68ff5225090da ran · metamorphic tier: deterministic MIT (permissive)
DICNet: Deep Instance-Level Contrastive Network for Double Incomplete Multi-View Multi-Label Classification 15 Mar 2023 justsmart/DICNet/model.py 93a5911426447d2f ran · metamorphic tier: deterministic MIT (permissive)
Visual Cross-View Metric Localization with Dense Uncertainty Estimates 17 Aug 2022 tudelft-iv/crossviewmetriclocalization/model.py 2475c7c1d9ca95cb unverified GPL-3.0 (copyleft) · pointer only
SuperLine3D: Self-supervised Line Segmentation and Description for LiDAR Point Cloud 3 Aug 2022 zxrzju/SuperLine3D/model.py 8d35e49f09c8948f unverified no licence file found · pointer only
Locally Typical Sampling 1 Feb 2022 HomebrewNLP/HomebrewNLP-Jax/src/data.py 52eb8468051d0996 unverified BSD-2-Clause (permissive)
Contrastively Disentangled Sequential Variational Autoencoder 22 Oct 2021 JunwenBai/C-DSVAE/model.py c3f5412779a7544d ran · metamorphic tier: deterministic no licence file found · pointer only
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision 24 Aug 2021 yulong-XJTU/SimVLM/model/torch_transformer.py beb8f635f68b899d unverified MIT (permissive)
A Sim2Real Deep Learning Approach for the Transformation of Images from Multiple Vehicle-Mounted Cameras to a Semantically Segmented Image in Bird's Eye View 8 May 2020 ika-rwth-aachen/Cam2BEV/model/architecture/uNetXST.py ddfa1f70e251fee1 unverified MIT (permissive)
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation 24 Apr 2020 bzhangGo/zero/models/transformer_l0drop.py c01bf5a6fe99ddfb unverified BSD-3-Clause (permissive)
Probabilistic Forecasting with Temporal Convolutional Neural Network 11 Jun 2019 flaviagiammarino/deep-tcn-tensorflow/deep_tcn_tensorflow/modules.py 974558a5f8f90672 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 houssamzenati/Adversarially-Learned-Anomaly-Detection/alad/cifar10_utilities.py 588ecf2ffb0e1477 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 houssamzenati/Efficient-GAN-Anomaly-Detection/bigan/mnist_utilities.py 0058066f81993565 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/arrhythmia_utilities.py 1b36ea33f85ba3fe unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/cifar10_utilities.py c1811109c9446dfc unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/kdd_utilities.py 8a7f584ff668f466 unverified MIT (permissive)
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 JeongsolKim/BiS400_term_project/StyleTransfer.py 246cb3106fe953a1 unverified no licence file found · pointer only
Autoencoding Variational Inference For Topic Models 4 Mar 2017 vlukiyanov/pt-avitm/ptavitm/vae.py 8b988d62007ee9ce unverified MIT (permissive)
Dataset Augmentation in Feature Space 17 Feb 2017 kjm1559/ADAE_LSTM_Autoencoder/source/models.py 3bcfe45be7e953cc unverified MIT (permissive)
Dataset Augmentation in Feature Space 17 Feb 2017 kjm1559/lstm_autoencoder/source/models.py 95a332703fa7fdef unverified MIT (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 MarvinTeichmann/KittiSeg/decoder/kitti_multiloss.py f2a6283192e3a5f8 unverified MIT (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 MarvinTeichmann/KittiSeg/decoder/fcn.py 6fbefb7857e241c5 unverified MIT (permissive)
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring 7 Dec 2016 SeungjunNah/DeepDeblur-PyTorch/src/model/structure.py 63d5fc80979f2742 unverified MIT (permissive)
arXiv:Banijamali_Prediction_by_Anticipation_An_Action-Conditional_Prediction_Method_Based_on_Interaction_ICCV_2021_paper Atcold/pytorch-PPUU/models.py 769e96ef92f74728 ran · metamorphic tier: deterministic 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