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Generator

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

Generator appears in the code Syntology harvested for 95 papers, as 171 distinct code bodies found in 175 places (a place is one code body under one paper). At least one of them ran in 38 of the papers; 12 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 Generator 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 93 of the 171 distinct code bodies named Generator; 78 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

93ran

78unverified

12fingerprinted

Licence is a property of each copy, so it is counted per place: 95 of the 175 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

95 papers shown of 95, newest first; 175 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 3 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.

Paper	Date	File	Status Syntology	Licence
ReMIA: a Powerful and Efficient Alternative to Membership Inference Attacks against Synthetic Data Generators added by Syntology	2026-05 (from id)	aindo-com/remia/src/remia.py `8ee797aa2364f1e4`	unverified	MIT (permissive)
APEX: Large-scale Multi-task Aesthetic-Informed Popularity Prediction for AI-Generated Music added by Syntology	2026-05 (from id)	ASLP-lab/SongEval/model.py `57d14dd6d80c868b`	unverified	Apache-2.0 (permissive)
Adaptive Edge Learning for Density-Aware Graph Generation added by Syntology	2026-01 (from id)	ava-12/Density_Aware_WGAN/src/models.py `08dc8e6cbe694394`	unverified	no licence file found · pointer only
Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation	29 May 2025	mainlp/CoT2EL/Pipeline/generator.py `b6414a37043550f3`	ran	Apache-2.0 (permissive)
Open Set Label Shift with Test Time Out-of-Distribution Reference	9 May 2025	ChangkunYe/OpenSetLabelShift/openood/networks/arpl_net.py `797cd0913159403b`	unverified	MIT (permissive)
arXiv:2503.05188	2025-03 (from id)	BugMakerzzz/CRISP/crisp_reason.py `61643f6420b9157f`	unverified	no licence file found · pointer only
RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior	19 Feb 2025	rui1996/DeRaindrop/models/generator.py `b5441474cc30621b`	unverified	no licence file found · pointer only
The GAN is dead; long live the GAN! A Modern GAN Baseline	9 Jan 2025	brownvc/r3gan/R3GAN/Networks.py `c39e48f4dd6a80bc`	unverified	no licence file found · pointer only
FedGMark: Certifiably Robust Watermarking for Federated Graph Learning	2024-10 (from id)	yuxin104/fedgmark/CWG.py `38a4c11a74e78695`	ran	no licence file found · pointer only
Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement	22 Aug 2024	lingyzhu0101/UDU/src/models.py `0087c9075670dff7`	unverified	no licence file found · pointer only
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models	12 Jul 2024	ybzh/openood-vlm/openood/networks/arpl_net.py `797cd0913159403b`	unverified	MIT (permissive)
Navigating Chemical Space with Latent Flows	7 May 2024	garywei944/chemflow/src/pinn/pde/wavepde.py `5a20550f1372e68e`	unverified	MIT (permissive)
GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick	20 Feb 2024	poruna-byte/gumbelsoft/wm/generator.py `48e0b3c3783fa33d`	ran	no licence file found · pointer only
AMOR: A Recipe for Building Adaptable Modular Knowledge Agents Through Process Feedback	2 Feb 2024	jianguanthu/amor/code/manager.py `3dbe593f2d6f3b4e`	ran	no licence file found · pointer only
Data-Free Generalized Zero-Shot Learning	28 Jan 2024	ylong4/DFZSL/vdm/net.py `69042e7f233f5bae`	ran · metamorphic tier: invariant	no licence file found · pointer only
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions	1 Nov 2023	joonkeekim/Instructive-Decoding/src/sni_generator.py `ab6e902ea840d9eb`	unverified	no licence file found · pointer only
Few shot font generation via transferring similarity guided global style and quantization local style	2 Sep 2023	awei669/VQ-Font/model/generator.py `5e3adcaee1617921`	unverified	MIT (permissive)
Downstream-agnostic Adversarial Examples	23 Jul 2023	cgcl-codes/advencoder/model/adv_gan.py `a1835bf0117b3771`	ran	MIT (permissive)
NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency	29 Jun 2023	kdst-team/naturalinversion/NaturalInversion.py `ff7b5c1e9d01f355`	unverified	no licence file found · pointer only
Evading Forensic Classifiers with Attribute-Conditioned Adversarial Faces	22 Jun 2023	koushiksrivats/face_attribute_attack/image_as_reference.py `1ec76c108312391c`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Infinite Photorealistic Worlds using Procedural Generation	15 Jun 2023	princeton-vl/infinigen/src/infinigen/core/generator.py `040576022e5d224f`	ran	BSD-3-Clause (permissive)
Handwritten Text Generation from Visual Archetypes	27 Mar 2023	aimagelab/VATr/models/model.py `1ff1bc3eaf943f05`	unverified	MIT (permissive)
SIO: Synthetic In-Distribution Data Benefits Out-of-Distribution Detection	25 Mar 2023	zjysteven/sio/openood/networks/arpl_net.py `797cd0913159403b`	unverified	MIT (permissive)
CF-Font: Content Fusion for Few-shot Font Generation	24 Mar 2023	wangchi95/cf-font/models/generator.py `1271b049fd4fb53c`	unverified	no licence file found · pointer only
SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations	19 Mar 2023	bunnysocrazy/secad-net/model/network.py `6770ca8e39d6a908`	unverified	MIT (permissive)
Towards Voice Reconstruction from EEG during Imagined Speech	2 Jan 2023	youngeun1209/NeuroTalk/models/models.py `cbc4c6b23f21d027`	ran fingerprinted	MIT (permissive)
DPE: Disentanglement of Pose and Expression for General Video Portrait Editing	16 Jan 2023	Carlyx/DPE/networks/generator.py `aaeb71b262fddbbc`	unverified	MIT (permissive)
TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data	12 Nov 2022	alan-turing-institute/privacy-sdg-toolbox/tapas/generators/generator.py `ac9f71ba21daca70`	unverified	MIT (permissive)
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection	13 Oct 2022	antoinedemathelin/openood/openood/networks/arpl_net.py `797cd0913159403b`	unverified	MIT (permissive)
CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive Learning	4 Oct 2022	charlesge/openood-cadet/openood/networks/arpl_net.py `797cd0913159403b`	unverified	MIT (permissive)
Unpaired Image Translation via Vector Symbolic Architectures	6 Sep 2022	facebookresearch/vsait/models/iit.py `3d770393472498c2`	unverified	licence not identified · pointer only
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer	20 Jul 2022	Chenyu-Yang-2000/EleGANt/models/elegant.py `b60eab7b9ad9bb8f`	ran · metamorphic tier: deterministic	licence not identified · pointer only
WaveGAN: Frequency-aware GAN for High-Fidelity Few-shot Image Generation	15 Jul 2022	kobeshegu/eccv2022_wavegan/networks/lofgan.py `ecb5d434f0320217`	unverified	no licence file found · pointer only
Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems	18 Jun 2022	giannisdaras/ilo/ilo_biggan.py `99138de6bd7cae2c`	ran	no licence file found · pointer only
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware Perturbations	2022-06 (from id)	AbstractTeen/AntiForgery/model.py `4885191cb8ad9137`	ran · metamorphic tier: deterministic	no licence file found · pointer only
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning	25 May 2022	prakharguptaz/Instructdial/instruction_files/response_generation.py `30835eda93d5d7b2`	ran	Apache-2.0 (permissive)
Embedding Hallucination for Few-Shot Language Fine-tuning	3 May 2022	yiren-jian/EmbedHalluc/cwgan_model.py `c64460c423cfa8b0`	ran · metamorphic tier: deterministic	MIT (permissive)
OSSGAN: Open-Set Semi-Supervised Image Generation	29 Apr 2022	raven38/ossgan/src/models/big_resnet.py `25122c77427f1d7a`	unverified	licence not identified · pointer only
Neural Texture Extraction and Distribution for Controllable Person Image Synthesis	13 Apr 2022	renyurui/neural-texture-extraction-distribution/generators/extraction_distribution_model.py `0cb8f79818f04d39`	unverified	licence not identified · 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 `ba6617799b631163`	unverified	no licence file found · pointer only
Unsupervised Image-to-Image Translation with Generative Prior	7 Apr 2022	williamyang1991/gp-unit/model/generator.py `9563a56285b4b145`	unverified	licence not identified · pointer only
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training	6 Apr 2022	GarrickZ2/Image-Denoising/PNGAN/model/generator.py `88e02cc50ac1629c`	ran fingerprinted	MIT (permissive)
Energy-based Latent Aligner for Incremental Learning	28 Mar 2022	jie-su/bpd/model/build_net.py `b39040341d334314`	unverified	Apache-2.0 (permissive)
Learning Where To Look -- Generative NAS is Surprisingly Efficient	16 Mar 2022	jovitalukasik/AG-Net/Generator.py `011cde17ef45ee9a`	unverified	MIT (permissive)
Protecting Facial Privacy: Generating Adversarial Identity Masks via Style-robust Makeup Transfer	7 Mar 2022	CGCL-codes/AMT-GAN/backbone/net.py `ae308743a912c172`	ran · metamorphic tier: deterministic	MIT (permissive)
textless-lib: a Library for Textless Spoken Language Processing	15 Feb 2022	facebookresearch/textlesslib/textless/vocoders/hifigan/vocoder.py `5fd453c6fa9633e0`	ran	MIT (permissive)
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks	30 Dec 2021	naver-ai/c3-gan/model.py `815410ddd0922404`	unverified	licence not identified · pointer only
Projected GANs Converge Faster	1 Nov 2021	dome272/ProjectedGAN-pytorch/projected_gan.py `860a49493f25946b`	ran · metamorphic tier: deterministic	MIT (permissive)
Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representations	27 Oct 2021	dhchoi99/NANSY/models/synthesis.py `aedea83432badf8d`	unverified	no licence file found · pointer only
NeRV: Neural Representations for Videos	26 Oct 2021	haochen-rye/nerv/model_nerv.py `997cab7ed0c74725`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Chunked Autoregressive GAN for Conditional Waveform Synthesis	19 Oct 2021	descriptinc/cargan/cargan/model/gantts/generator.py `e87ceeae2dd29410`	unverified	MIT (permissive)
Open-Set Recognition: a Good Closed-Set Classifier is All You Need?	12 Oct 2021	sgvaze/osr_closed_set_all_you_need/methods/ARPL/arpl_models/gan.py `1a6a50a611f464f9`	unverified	MIT (permissive)
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining	9 Sep 2021	RowitZou/DAMS/src/models/dams.py `90ddea3ab96085b0`	ran	MIT (permissive)
Towards Vivid and Diverse Image Colorization with Generative Color Prior	19 Aug 2021	ToTheBeginning/GCP-Colorization/models/biggan.py `232db14ccd3849d0`	unverified	Apache-2.0 (permissive)
Unsupervised Image Generation with Infinite Generative Adversarial Networks	18 Aug 2021	yinghdb/MICGANs/gan_training/models/dcgan_shallow.py `2b12d9a1b333c6d7`	unverified	no licence file found · pointer only
Retrieve in Style: Unsupervised Facial Feature Transfer and Retrieval	13 Jul 2021	mchong6/RetrieveInStyle/model.py `faeca577d81c3c99`	unverified	MIT (permissive)
ViTGAN: Training GANs with Vision Transformers	9 Jul 2021	wilile26811249/ViTGAN/models.py `ffa338e5b0089e84`	unverified	MIT (permissive)
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping	18 Jun 2021	mindslab-ai/hififace/model/hififace.py `5b15de1bba9dd473`	unverified	BSD-3-Clause (permissive)
Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech	2021-06 (from id)	isletennos/mmvc_trainer/models.py `ccc7aa1ec0421795`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech	2021-06 (from id)	olawod/freevc/models.py `b9e59ecadc84c228`	unverified	MIT (permissive)
Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech	2021-06 (from id)	jmp84/vits/models.py `fa239ec0b64f95b1`	unverified	MIT (permissive)
Generate, Prune, Select: A Pipeline for Counterspeech Generation against Online Hate Speech	3 Jun 2021	WanzhengZhu/GPS/utility/VAE_Text_Generation/model.py `e8510709eb7b7403`	ran	MIT (permissive)
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression	25 May 2021	iamkanghyunchoi/ait/AutoReCon_AIT/model_generator.py `4d8769e98d9fa25e`	unverified	GPL-3.0 (copyleft) · pointer only
GAN Prior Embedded Network for Blind Face Restoration in the Wild	13 May 2021	yangxy/GPEN/face_model/gpen_model.py `5d1d764abd180e05`	unverified	no licence file found · pointer only
Dual Contrastive Learning for Unsupervised Image-to-Image Translation	15 Apr 2021	Deopoler/DCLGAN-Keras/modules/networks.py `ce20b860ac6c1fb9`	unverified	MIT (permissive)
DG-Font: Deformable Generative Networks for Unsupervised Font Generation	7 Apr 2021	ecnuycxie/DG-Font/models/generator.py `f14d700ced26a0e0`	unverified	no licence file found · pointer only
Partition-Guided GANs	2 Apr 2021	alisadeghian/PGMGAN/gan_training/models/biggan.py `193f765e0e291cd6`	unverified	MIT (permissive)
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery	31 Mar 2021	orpatashnik/StyleCLIP/mapper/styleclip_mapper.py `ebb80a3f61cb7a50`	unverified	MIT (permissive)
Multi-Class Multi-Instance Count Conditioned Adversarial Image Generation	31 Mar 2021	boschresearch/MCCGAN/MCC-SimpleGAN/generator.py `0008e0517dfd839b`	ran · metamorphic tier: deterministic	AGPL-3.0 (copyleft) · pointer only
Bridging the Visual Gap: Wide-Range Image Blending	28 Mar 2021	julia0607/Wide-Range-Image-Blending/models/Generator.py `d842f445162e3f76`	unverified	no licence file found · pointer only
Improving Zero-shot Voice Style Transfer via Disentangled Representation Learning	17 Mar 2021	jackaduma/CycleGAN-VC2/model_tf.py `0c065c351f7c323f`	unverified	MIT (permissive)
Anycost GANs for Interactive Image Synthesis and Editing	4 Mar 2021	mit-han-lab/anycost-gan/models/anycost_gan.py `c456090ba2fac723`	unverified	MIT (permissive)
Efficient Conditional GAN Transfer with Knowledge Propagation across Classes	12 Feb 2021	mshahbazi72/cGANTransfer/BigGAN.py `0b11cf36ac387075`	unverified	no licence file found · pointer only
Weakly-Supervised Hierarchical Models for Predicting Persuasive Strategies in Good-faith Textual Requests	16 Jan 2021	GT-SALT/Persuasion_Strategy_WVAE/code/bertVAE.py `06ef526ae79b3014`	ran	no licence file found · pointer only
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis	12 Jan 2021	reyllama/mixdl/fastgan_models.py `c471f2d0160df7f5`	ran	no licence file found · pointer only
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis	12 Jan 2021	silentz/Towards-Faster-And-Stabilized-GAN-Training-For-High-Fidelity-Few-Shot-Image-Synthesis/src/models.py `8013bbd07d5a85a1`	ran	GPL-3.0 (copyleft) · pointer only
GAN-Control: Explicitly Controllable GANs	7 Jan 2021	amazon-research/gan-control/src/gan_control/models/gan_model.py `f3552a33f3b24bd7`	unverified	Apache-2.0 (permissive)
Input-Aware Dynamic Backdoor Attack	16 Oct 2020	VinAIResearch/input-aware-backdoor-attack-release/networks/models.py `b83416059766853e`	unverified	MIT (permissive)
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis	12 Oct 2020	takaaki-saeki/ssl_speech_restoration/hifigan/models.py `a8588b06fe6ee564`	ran	MIT (permissive)
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis	12 Oct 2020	rishikksh20/HiFi-GAN/model/generator.py `315da86169871441`	ran	MIT (permissive)
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis	12 Oct 2020	jik876/hifi-gan/models.py `a02c998d88e55794`	ran	MIT (permissive)
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis	12 Oct 2020	maum-ai/univnet/model/generator.py `793b82863c1fdc65`	unverified	BSD-3-Clause (permissive)
RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs	8 Oct 2020	DeepGraphLearning/RNNLogic/src/generators.py `659b1356a43f8423`	ran	no licence file found · pointer only
Gradient Origin Networks	6 Jul 2020	cwkx/gon/GON.py `ce22901dbfe25134`	ran	MIT (permissive)
Gradient Origin Networks	6 Jul 2020	BariscanBozkurt/Gradient-Origin-Networks-Julia/Pytorch_Debug_Files/Variational_GON_Train_MNIST.py `47d79135f97a756f`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Adversarial Example Games	1 Jul 2020	joeybose/Adversarial-Example-Games/models/generators.py `0f8c8e42dc718791`	ran fingerprinted	MIT (permissive)
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	2 May 2020	wangpf3/Commonsense-Path-Generator/commonsense-qa/modeling/generator.py `20157efe0652be3b`	ran	no licence file found · pointer only
Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-Identification	10 Feb 2020	wangguanan/JSIA-ReID/core/networks.py `1b05431130d5c643`	unverified	no licence file found · pointer only
A Probabilistic Formulation of Unsupervised Text Style Transfer	10 Feb 2020	thu-coai/NAST/styletransformer/transformer.py `31ab6deda5fe5457`	ran · metamorphic tier: deterministic	MIT (permissive)
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs	8 Jan 2020	Panda0406/Zero-shot-knowledge-graph-relational-learning/Networks.py `236de9f629b45a8a`	unverified	no licence file found · pointer only
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs	8 Jan 2020	filco306/challenging-structural-assumptions/zeroshot/ZS-GAN/src/Networks.py `33c4ec2522f7f36e`	unverified	MIT (permissive)
Generative Models from the perspective of Continual Learning	21 Dec 2018	TLESORT/Generative_Continual_Learning/Generative_Models/generator.py `555d531862c73a7f`	unverified	MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	huangzh13/StyleGAN.pytorch/models/GAN.py `bd92c614380c5d43`	ran · metamorphic tier: deterministic	licence not identified · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	Ipsedo/MusicGAN/music_gan/networks/generator.py `95f45802d9cbd69a`	ran	GPL-3.0 (copyleft) · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	Aruie/Aru_StyleGAN/model/Stylegan.py `aa51e04a06637746`	ran fingerprinted	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	jiazhi412/strong_attribute_bias/models_train/module/Generator.py `359dcf27d490a713`	unverified	MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	avakong/stylegan-test/model.py `3db51e3b509aad72`	unverified	MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	ayiyoh/style-gan-pytorch/networks/style_gan_net.py `2d26e9a4030d7a01`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	celdeldel/style_conditionnal_gan/model.py `9e84b3901d53e5b5`	unverified	MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	akatigre/multi2one/models/stylegan2/model.py `8d90e54ee2a5783d`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	podgorskiy/StyleGAN_Blobless/net.py `76fa6be35af67682`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	foamliu/StyleGAN-PyTorch/models.py `9422e244770e6588`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	perplexingpegasus/EarthLandscapeGAN/models/stylegan.py `5878c594f3c3fcaa`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	yaxingwang/DeepI2I/DeepI2I_StyleGAN/model.py `e90549cd8db8488d`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	hejj16/Landscape-StyleGAN/models/models.py `56ce5401765f26e2`	unverified	MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	QuangBK/cStyleGAN/model_face_UTK.py `70533674a11507e7`	unverified	no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks	12 Dec 2018	rosinality/style-based-gan-pytorch/model.py `da18e2950d4393ce`	unverified	licence not identified · pointer only
Attention Is All You Need	12 Jun 2017	jeongchanyoung-1234/De-En-NMT/module/model.py `bb140b4b41313991`	ran · metamorphic tier: deterministic fingerprinted	no licence file found · pointer only
Attention Is All You Need	12 Jun 2017	soumik12345/transformer.pytorch/src/model.py `9fe195cb65a8cb84`	ran	no licence file found · pointer only
Attention Is All You Need	12 Jun 2017	harvardnlp/annotated-transformer/the_annotated_transformer.py `12903d6e7c743156`	ran	MIT (permissive)
Attention Is All You Need	12 Jun 2017	redevaaa/Transformer-for-EEG/lib/eeg_transformer.py `26fab82653faf624`	ran · metamorphic tier: invariant	no licence file found · pointer only
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications	17 Apr 2017	MrRen-sdhm/Embedded_Multi_Object_Detection_CNN/training folder for caffe on PC/MobileNetV2-SSDLite/gen_model.py `e172ae9024954d44`	unverified	no licence file found · pointer only
Improved Training of Wasserstein GANs	31 Mar 2017	polmonroig/faceGAN/models/WGAN/WGAN.py `5d714c6e5dfd6843`	ran · metamorphic tier: deterministic	Apache-2.0 (permissive)
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks	19 Mar 2017	astorfi/cor-gan/Generative/medGAN/MIMIC/pytorch/MLP/medGAN.py `c889e412c7e75e31`	unverified	no licence file found · pointer only
Image-to-Image Translation with Conditional Adversarial Networks	21 Nov 2016	yigitgunduc/tensor-to-image/src/model.py `f1c8f609dadb0834`	unverified	MIT (permissive)
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation	26 Sep 2016	ZHANG45/multi_gpu_seq2seq/seq2seq2.py `0094511a1c6f0800`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation	26 Sep 2016	psunlpgroup/xsemplr/model/seq2seqPTR/src/ptrbert.py `78edbd2119371df3`	ran · metamorphic tier: invariant	MIT (permissive)
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation	26 Sep 2016	kh-kim/simple-nmt/simple_nmt/models/seq2seq.py `f7231b6041ba6ab3`	ran	no licence file found · pointer only
Context Encoders: Feature Learning by Inpainting	25 Apr 2016	eriklindernoren/PyTorch-GAN/implementations/context_encoder/models.py `464c0d93345430d1`	ran · metamorphic tier: deterministic	MIT (permissive)
Communication-Efficient Learning of Deep Networks from Decentralized Data	17 Feb 2016	zhuangdizhu/FedGen/FLAlgorithms/servers/serverpFedGen.py `3bb64f6c7b4918a8`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Ksuryateja/DCGAN-CIFAR10-pytorch/gan_cifar.py `caec1a7307d300ed`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	tejjogani/MangaGeneration-GAN/network.py `9bbbd5fe699b0681`	ran · metamorphic tier: deterministic	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	zeleni9/pytorch-wgan/models/dcgan.py `8052df388291fe70`	ran · metamorphic tier: deterministic	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	porimol/GAN/dcgan.py `07a288ab38c7e870`	ran · metamorphic tier: deterministic	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	jihoonerd/Unsupervised-Representation-Learning-with-Deep-Convolutional-Generative-Adversarial-Networks/dcgan/network/networks.py `f3db336494604e50`	ran	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	joeylitalien/celeba-gan-pytorch/src/dcgan.py `fb5b29ec9916f59c`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	MaximeVandegar/Papers-in-100-Lines-of-Code/Unsupervised_Representation_Learning_with_Deep_Convolutional_Generative_Adversarial_Networks/conv_gan.py `e0647218a3241a9f`	ran	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Noxxel/floter/high_res_gan_v3/dcgan.py `564da4e6f5340ea2`	ran · metamorphic tier: deterministic	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Paul-Trax/GANs/DCGAN/generator.py `e4a91ac95f9bd69c`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	u7javed/Handwritten-Number-Generator/models.py `6d370314e301bd7a`	ran · metamorphic tier: deterministic	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	alexbie98/dpgan-revisit/dpgan/models/dcgan.py `fa84e00cc5de71c5`	ran · metamorphic tier: deterministic	Apache-2.0 (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	polmonroig/faceGAN/models/GAN/GAN.py `72275b96fc9d7e9f`	ran	Apache-2.0 (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	arpit2412/Generative-Adversarial-Network-/DCGAN/MNIST/DCGAN.py `e24e5109f9b2658e`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	akuramshin/cDCGAN-Quickdraw/Model/architecture.py `7fbec9955f43f4c7`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Natsu6767/DCGAN-PyTorch/dcgan.py `6dba9d91348f8378`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	caffe-mocha/dcgan-pytorch-cifar10/dcgan.py `32890ec6230d2d7d`	ran	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	AKASHKADEL/dcgan-celeba/networks.py `de2b76fb91813552`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	partha2409/DCGAN_pytorch/model.py `5d3d319c62a17b65`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	virafpatrawala/DCGAN/DCGAN.py `1dcfdfa7ac61ca81`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	csinva/gan-pretrained-pytorch/cifar10_dcgan/dcgan.py `6cef2bb6c55ddd76`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Jason-CKY/pokeGAN_fusion/models/dcgan.py `5a82f99ca3d78ae7`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	yukia18/pytorch/dcgan/models.py `9c762715add97b13`	ran fingerprinted	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	cjfghk5697/Pytorch-Research-Paper-Implementations/GAN/DCGAN/models/DCGAN.py `fb7450623d64b2a0`	ran	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	davidhalladay/CE-compressive-sensing-on-generative-model-pytorch/dcgan.py `1cae2699ca1c015e`	ran fingerprinted	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	subinium/Pytorch-GAN-Keynote-KR/GAN/model.py `d16549bfa89a6a47`	ran fingerprinted	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	JojiJoseph/DCGAN/tensorflow/gan.py `4d968a01908de2c4`	ran fingerprinted	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	darr/DCGAN/DCGAN_architecture.py `721def406541bff1`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	labmlai/annotated_deep_learning_paper_implementations/labml_nn/gan/original/experiment.py `ac4658d95b261016`	ran	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	ashantanu/DCGAN/Generator.py `177fbe60db8ab1d1`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	kpandey008/DCGANS/dcgan/models/generator.py `d9dfcd60006b99ba`	ran fingerprinted	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	nakul-jindal/dcgan-in-pytorch/models.py `0fe15075203e1694`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	TUM-ML-Lab18/FaceSwap/implementation/Models/DCGAN/DCGAN.py `19d507a4cd7b14c6`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	jpowie01/DCGAN_CelebA/models.py `3dc4769fe6e7f422`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	tylercroberts/funwithgans/dcgan/src/networks.py `00734a5ae4938e97`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	sid0312/DC_GAN/dcgan_withgpu.py `c2578d115c687fd4`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	jyotirmaypaliwal/DCGAN-on-Celeba-dataset/dcgan-using-pytorch.py `9ba7a4ba3d1de090`	ran · metamorphic tier: invariant	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	amaranth819/dcgan-cifar10-pytorch/dcgan.py `814676df954e13e5`	ran · metamorphic tier: invariant	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	adityabingi/DCGAN-TF2.0/dcgan.py `9c3a3fbb6b0d1c6f`	ran fingerprinted	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	rohitkuk/AnimeGAN/src/model.py `68559e55ce8519a5`	ran · metamorphic tier: invariant	CC0-1.0 (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	iArunava/DCGAN/models/Generator.py `fb37fc3db368fd08`	ran	BSD-3-Clause (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	DanielLongo/AdversarialTrain/DCGAN.py `910973cbe87da6bd`	ran · metamorphic tier: invariant	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Mckinsey666/ACGAN-Anime-Generation/models/ACGAN.py `39efd2c991036c90`	ran · metamorphic tier: invariant	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	jelifysh/DCGAN/generator.py `e6d44fa7e50d5332`	ran · metamorphic tier: invariant	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	MasoumehVahedi/GANs-Model/DCGAN/models.py `1198f0ab04ff48a2`	ran · metamorphic tier: invariant fingerprinted	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	shahbuland/basic-gans/DCGAN-pytorch.py `50f0b5a65bb5fec9`	ran	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	eriklindernoren/PyTorch-GAN/implementations/dcgan/dcgan.py `26b07757d0f81851`	unverified	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	maxencealluin/mnist_DCGAN/dcgan.py `ec942e0d5183eaa4`	unverified	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	MakeDirtyCode/DC-GAN-pytorch/models.py `7cd30479044084d5`	unverified	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	DarkGeekMS/Tensorflow-GANs-Architectures-Implementation/models/dcgan_model.py `f2e83dc83806dfa1`	unverified	GPL-3.0 (copyleft) · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	sugyan/tf-dcgan/dcgan.py `bd7e578f9d759447`	unverified	MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	seungjunlee96/AnoGAN-pytorch/models/generator.py `b4b5194de5baeedf`	unverified	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	otepencelik/GAN-Artwork-Generation/model.py `fa0dbaad1fb64c32`	unverified	no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	Sezoir/DCGAN-Dog-Generator/DCGAN.py `726cc4fe661c764a`	unverified	GPL-3.0 (copyleft) · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	19 Nov 2015	MakeDirtyCode/cDCGAN-celebA-pytorch/GAN.py `3a6ea4b8f93eb1f4`	unverified	MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation	18 May 2015	ImagingLab/Colorizing-with-GANs/src/networks.py `279d312ee0031da0`	unverified	Apache-2.0 (permissive)

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