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VAE

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

VAE appears in the code Syntology harvested for 29 papers, as 64 distinct code bodies found in 64 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 7 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 VAE 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 37 of the 64 distinct code bodies named VAE; 27 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
37ran
27unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 39 of the 64 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

29 papers shown of 29, newest first; 64 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 4 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
Robust Contrastive Graph Clustering with Adaptive Local-Global Integration added by Syntology 2026-05 (from id) vege12138/w2/model.py 46f1232bb0b2d1b8 ran no licence file found · pointer only
GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables added by Syntology 2026-03 (from id) decisionintelligence/GCGNet/ts_benchmark/baselines/GCGNet/models/gcgnet_model.py bb440cf19c0f42eb ran · metamorphic tier: deterministic MIT (permissive)
Drift-Aware Variational Autoencoder-based Anomaly Detection with Two-level Ensembling added by Syntology 2026-02 (from id) Jin000001/VAEESDD/class_nn_ae_variational.py e59d60f58d913c0b unverified no licence file found · pointer only
Limited Preference Data? Learning Better Reward Model with Latent Space Synthesis added by Syntology 2025-09 (from id) deeplearning-wisc/lens/train_vae_dual.py 5083edb7b2107476 ran · metamorphic tier: deterministic no licence file found · pointer only
Enhancing Cooperative Multi-Agent Reinforcement Learning with State Modelling and Adversarial Exploration 8 May 2025 ddaedalus/smpe/modules/dynamics/variational_inference.py 6899142d57307b36 ran · metamorphic tier: deterministic MIT (permissive)
Reliable algorithm selection for machine learning-guided design 26 Mar 2025 clarafy/design-algorithm-selection/designers.py dad11c93ae86fe61 ran · metamorphic tier: deterministic MIT (permissive)
Adaptive Advantage-Guided Policy Regularization for Offline Reinforcement Learning 30 May 2024 ltlhuuu/a2pr/A2PR.py d010e54b60df8f21 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Robust Reinforcement Learning using Offline Data 10 Aug 2022 zaiyan-x/RFQI/rfqi.py faab3001b1787a75 ran · metamorphic tier: deterministic MIT (permissive)
Repairing Systematic Outliers by Learning Clean Subspaces in VAEs 17 Jul 2022 sfme/clsvae-error-repair/src/repair_syserr_models/semi_y_CLSVAE.py 7b62da118d40ebcf unverified MIT (permissive)
Automatically detecting anomalous exoplanet transits 16 Nov 2021 christophhoenes/anomalousexoplanettransits/architectures.py ae4700404a606f78 unverified BSD-3-Clause (permissive)
Regularizing Variational Autoencoder with Diversity and Uncertainty Awareness 24 Oct 2021 smilesdzgk/du-vae/modules/vae.py eebe4944ef212d9a ran · metamorphic tier: deterministic MIT (permissive)
Learning to Synthesize Programs as Interpretable and Generalizable Policies 31 Aug 2021 clvrai/leaps/pretrain/models.py 5f52cac9a31533ed unverified MIT (permissive)
Transporting Causal Mechanisms for Unsupervised Domain Adaptation 23 Jul 2021 yue-zhongqi/tcm/dda_model/dda_model.py c365fefa76406516 ran no licence file found · pointer only
Multi-VAE: Learning Disentangled View-common and View-peculiar Visual Representations for Multi-view Clustering 21 Jun 2021 SubmissionsIn/Multi-VAE/multi_vae/MvModels.py b970a3133d958f20 ran · metamorphic tier: deterministic no licence file found · pointer only
Generate, Prune, Select: A Pipeline for Counterspeech Generation against Online Hate Speech 3 Jun 2021 WanzhengZhu/GPS/utility/VAE_Text_Generation/model.py 378aabaa29bf27f8 unverified MIT (permissive)
Semantics Disentangling for Generalized Zero-Shot Learning 20 Jan 2021 uqzhichen/sdgzsl/models.py a32115d9a04b5c4b ran · metamorphic tier: deterministic no licence file found · pointer only
GAN-Control: Explicitly Controllable GANs 7 Jan 2021 amazon-research/gan-control/src/gan_control/models/gan_model.py 93eaf4fe3baa5c5d unverified Apache-2.0 (permissive)
Evidential Sparsification of Multimodal Latent Spaces in Conditional Variational Autoencoders 19 Oct 2020 sisl/EvidentialSparsification/FashionMNIST/models.py c1882ae03d9d92dc unverified no licence file found · pointer only
DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation 22 Jul 2020 alexandre01/deepsvg/deepsvg/model/model.py 43e61efc110a1a58 unverified MIT (permissive)
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach 11 Jun 2020 amirhk/recourse/_cvae/models.py 80322e379aa11111 ran MIT (permissive)
A Meta-Bayesian Model of Intentional Visual Search 5 Jun 2020 v2c08/m-bmvs/mnist_vae.py 275eddebc797fc46 unverified GPL-2.0 (copyleft) · pointer only
A Meta-Bayesian Model of Intentional Visual Search 5 Jun 2020 v2c08/M-BMVS/mnist_vae.py ba0777a8e08e4344 unverified GPL-2.0 (copyleft) · pointer only
Off-Policy Deep Reinforcement Learning without Exploration 7 Dec 2018 maziarg/PrivAttack-BCQ/continuous_BCQ/BCQ.py a10b65bd9d484e03 ran · metamorphic tier: deterministic MIT (permissive)
Off-Policy Deep Reinforcement Learning without Exploration 7 Dec 2018 thxsxth/POMDP_RLSepsis/RL/other RL attempts/BCQ_models.py e3a9f4f45dc4af4e ran no licence file found · pointer only
Disentangling by Factorising 16 Feb 2018 nicolasigor/FactorVAE/factor_vae_mine_v3.py b773ab7c4411241a unverified MIT (permissive)
Neural Discrete Representation Learning 2 Nov 2017 sisl/MultiAgentVariationalOcclusionInference/src/driver_sensor_model/models_cvae.py 1924bf1dbccafe70 unverified Apache-2.0 (permissive)
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 kampta/pytorch-distributions/concrete_vae.py e87691ecef7118db ran no licence file found · pointer only
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 GuyLor/direct_vae/discrete_vae/GSM.py 1e08ae9c81b34087 unverified no licence file found · pointer only
Automatic chemical design using a data-driven continuous representation of molecules 7 Oct 2016 Ishan-Kumar2/Molecular_VAE_Pytorch/model.py 9d3e8ba984573f39 ran fingerprinted no licence file found · pointer only
Generating Sentences from a Continuous Space 19 Nov 2015 sindhusweety/VAE-Generating-Sentences-From-a-Continuous-Space/model.py 7e6ae924c7773d3e ran no licence file found · pointer only
Importance Weighted Autoencoders 1 Sep 2015 madhubabuv/TightIWAE/model.py a4a3b579a1c261fb ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Importance Weighted Autoencoders 1 Sep 2015 adrianjav/heterogeneous_vaes/src/models/iwae.py a4f76a4d4d881d17 unverified GPL-3.0 (copyleft) · pointer only
Importance Weighted Autoencoders 1 Sep 2015 alexey-pronkin/annealed/avo/models/vae_hvi.py f79c21f1eeefc8f3 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 kampta/pytorch-distributions/vae_mnist.py 8a9443930d373bc6 ran · metamorphic tier: deterministic no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 ethanluoyc/pytorch-vae/vae.py 9ae83af96c3d86cf ran · metamorphic tier: deterministic BSD-3-Clause (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 adrianjav/heterogeneous_vaes/src/models/vae.py 4199fb8ac7739853 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 kuc2477/pytorch-vae/model.py ed9f371af886cf81 ran · metamorphic tier: deterministic MIT (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 timbmg/VAE-CVAE-MNIST/models.py 64b9723a73466fc7 ran · metamorphic tier: deterministic no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 angzhifan/Auto-Encoding_Variational_Bayes/vae_net.py 8bcd4e1837530f40 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 sarus-tech/tf2-published-models/vae/model.py f0219f62556d0e81 ran Apache-2.0 (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 alexey-pronkin/annealed/avo/models/vae.py 2f50938796fd893a ran · metamorphic tier: deterministic no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 sooooner/MNIST-VAE-with-tensorflow2/utils/model.py 4dd90798383f2179 ran no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 leokster/CVAE/variational_autoencoder/models.py f55a416d88ae3f5b ran Apache-2.0 (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 KrishnaTarun/Deep-Learning-Lab/assignment_3/code/a3_vae_template.py 0c4e8115a4576c5c ran · metamorphic tier: deterministic no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 dungxibo123/vae/VAE/vae.py afae32e55b46e0c3 ran no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 safwankdb/Variational-Auto-Encoder/vae.py 94fbbd323c67ac54 ran no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 SashaMalysheva/Pytorch-VAE/model.py 3ffb9653df6d0447 ran MIT (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 temirgaliyev/mnist_vae/models.py 1bd7bfd13f7b38ba ran fingerprinted no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 zhengant/vae/model.py 92e95fa0a8df3637 ran fingerprinted no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 RoboticsDesignLab/jitterbug/benchmarks/VAE.py a6b5d7a426e105ea ran no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 seymayucer/VAEs/models/VAE.py 80311cacd7cc5b42 ran fingerprinted no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 dutxiaoli/Vae_for_Photon-counting/vae.py 30c4717f88cc3a7c ran fingerprinted BSD-3-Clause (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 xiangyu-liu/Computer-Network/vae/vae.py 7db0725386a21545 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 OsvaldN/APS360_Project/VAE/VAE_GAN.py 77caa3da6ce1d01a unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 carbonati/variational-zoo/vzoo/models/vae.py 0914005903487e9a unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 adityabingi/Beta-VAE/model.py c1c9d418d2e78caf unverified MIT (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 harish678/PyTorch-Lightning-Examples/vae_lightning.py 87a3c3a5c54d6d32 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 wgopar/VariationalAutoencoder/vae.py 0cf586eff34a9d1c unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 shivakanthsujit/vae-pytorch/VAE.py d3ad5e47ef3876cb unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 GuHongyang/VAEs/models/VAE.py be82b8f3b423d764 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 davidemartinelli/VAE/model.py b14d1e688ba813de unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 tegg89/VAE-Tensorflow/model.py 26fb5b6ee26eee1f unverified MIT (permissive)
Auto-Encoding Variational Bayes 20 Dec 2013 shib0li/VAE-PyTorch/models/vae.py 1fef4aa3a0f19616 unverified no licence file found · pointer only
Auto-Encoding Variational Bayes 20 Dec 2013 kpandey008/DiffuseVAE/main/models/vae.py 349d03ee86dcdb06 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".

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