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encoder

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

encoder appears in the code Syntology harvested for 30 papers, as 32 distinct code bodies found in 34 places (a place is one code body under one paper). At least one of them ran in 14 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 encoder 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 12 of the 32 distinct code bodies named encoder; 20 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
10ran
20unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 34 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

30 papers shown of 30, newest first; 34 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
ONRW: Optimizing inversion noise for high-quality and robust watermark added by Syntology 2026-01 (from id) 920927/ONRW/diff_latent_attack_copy.py ecfdcb7de66cc30f ran · our draft was wrong no licence file found · pointer only
Unifying Causal Representation Learning with the Invariance Principle 4 Sep 2024 causallearningai/istant/src/model.py 75adcf725fb50672 ran MIT (permissive)
OneRestore: A Universal Restoration Framework for Composite Degradation 5 Jul 2024 gy65896/onerestore/model/OneRestore.py a153e6fda2be705e unverified no licence file found · pointer only
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification 27 Oct 2023 WindVChen/DiffAttack/diff_latent_attack.py ecfdcb7de66cc30f ran · our draft was wrong Apache-2.0 (permissive)
PrObeD: Proactive Object Detection Wrapper 28 Oct 2023 vishal3477/proactive-object-detection/train_dgnet.py 1d990ab3b59429df ran fingerprinted no licence file found · pointer only
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation 25 May 2023 azencot-group/spyl/cdsvae/model.py bc70475075b504f5 ran no licence file found · pointer only
Diffusion Models for Imperceptible and Transferable Adversarial Attack 14 May 2023 windvchen/diffattack/diff_latent_attack-0.9.0.py ecfdcb7de66cc30f ran · our draft was wrong Apache-2.0 (permissive)
SLTUNET: A Simple Unified Model for Sign Language Translation 2 May 2023 bzhangGo/sltunet/sltunet.py da26f2ae423cc866 unverified no licence file found · pointer only
MaLP: Manipulation Localization Using a Proactive Scheme 29 Mar 2023 vishal3477/pro_loc/train_loc.py 9cb1855f5e99ca08 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
DICNet: Deep Instance-Level Contrastive Network for Double Incomplete Multi-View Multi-Label Classification 15 Mar 2023 justsmart/DICNet/model.py bb091064ba529ee5 ran · metamorphic tier: deterministic MIT (permissive)
High-Modality Multimodal Transformer: Quantifying Modality & Interaction Heterogeneity for High-Modality Representation Learning 2 Mar 2022 pliang279/highmmt/private_test_scripts/perceivers/roboticstasks.py 27d30c51a2c4d1f0 ran · violated contract MIT (permissive)
Constrained Policy Optimization via Bayesian World Models 24 Jan 2022 yardenas/la-mbda/la_mbda/building_blocks.py 28cf454f15d83008 unverified MIT (permissive)
Contrastively Disentangled Sequential Variational Autoencoder 22 Oct 2021 JunwenBai/C-DSVAE/model.py ee3fdcb94a38a1f4 ran no licence file found · pointer only
A Partition Filter Network for Joint Entity and Relation Extraction 27 Aug 2021 Coopercoppers/PFN/model/pfn.py 3ea1177946b16e3f ran MIT (permissive)
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision 24 Aug 2021 yulong-XJTU/SimVLM/model/torch_transformer.py 053efec6ba1e990f unverified MIT (permissive)
Large-Scale Contextualised Language Modelling for Norwegian 13 Apr 2021 ltgoslo/NorBERT/utils/finetuning_example.py 9fd7102d14d4b867 unverified CC0-1.0 (permissive)
Sparse Coding Frontend for Robust Neural Networks 12 Apr 2021 canbakiskan/sparse_coding_frontend/src/models/encoder.py 4e4f228b3b9b546c ran Apache-2.0 (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 c0039d5cb7a69174 unverified MIT (permissive)
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation 24 Apr 2020 bzhangGo/zero/models/transformer_l0drop.py dd6b86752ec524cd unverified BSD-3-Clause (permissive)
Single Episode Policy Transfer in Reinforcement Learning 17 Oct 2019 011235813/SEPT/alg/networks.py 55662ac89d3bb6dd unverified BSD-3-Clause (permissive)
Probabilistic Forecasting with Temporal Convolutional Neural Network 11 Jun 2019 flaviagiammarino/deep-tcn-tensorflow/deep_tcn_tensorflow/modules.py cccb14c9e1c596b0 unverified MIT (permissive)
Language-Conditioned Graph Networks for Relational Reasoning 10 May 2019 ronghanghu/lcgn/models_clevr/input_unit.py 753f9303e5b182db unverified BSD-2-Clause (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 houssamzenati/Efficient-GAN-Anomaly-Detection/bigan/mnist_utilities.py 2d5132e520862f91 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/arrhythmia_utilities.py c1248523a95b5975 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/cifar10_utilities.py 8dbc81f0f8961307 unverified MIT (permissive)
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/model/kdd_utilities.py 27e033164ba1f735 unverified MIT (permissive)
Representation Learning with Contrastive Predictive Coding 10 Jul 2018 Medabid1/CPC/model.py 4f22c55f43f447da ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 bzhangGo/zero/models/transformer.py 0ff409a55c054d37 unverified BSD-3-Clause (permissive)
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 JeongsolKim/BiS400_term_project/StyleTransfer.py 8c0e5a509dab7362 unverified no licence file found · pointer only
Autoencoding Variational Inference For Topic Models 4 Mar 2017 vlukiyanov/pt-avitm/ptavitm/vae.py 200ab38e5c9b742f unverified MIT (permissive)
Dataset Augmentation in Feature Space 17 Feb 2017 kjm1559/ADAE_LSTM_Autoencoder/source/models.py 3fc7c355739e2171 unverified MIT (permissive)
Dataset Augmentation in Feature Space 17 Feb 2017 kjm1559/lstm_autoencoder/source/models.py cbe6c38415dae3dc unverified MIT (permissive)
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring 7 Dec 2016 SeungjunNah/DeepDeblur-PyTorch/src/model/structure.py febb4c023ef09ae5 unverified MIT (permissive)
arXiv:Banijamali_Prediction_by_Anticipation_An_Action-Conditional_Prediction_Method_Based_on_Interaction_ICCV_2021_paper Atcold/pytorch-PPUU/models.py 1a7c2bfbd5d64e4c 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