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Discriminator

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

Discriminator appears in the code Syntology harvested for 42 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 29 of the papers; 10 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 Discriminator 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 44 of the 64 distinct code bodies named Discriminator; 20 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
44ran
20unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 36 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

42 papers shown of 42, 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; 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
arXiv:2503.01931 2025-03 (from id) ZHANG-NI/AGFN/cvrp/net_D.py daf18fdf5a6676dd ran · metamorphic tier: deterministic no licence file found · pointer only
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection 14 Jan 2025 caetas/DisCoPatch/src/discopatch/models/DisCoPatch.py c7c8dd4dcf04dd5f ran · metamorphic tier: deterministic no licence file found · pointer only
Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network 20 Sep 2024 hrlics/SemDI/src/model.py 8502ada7a98e1e16 ran MIT (permissive)
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba 12 Jul 2024 humansensinglab/Hamba/hamba/models/hamba.py 337932b7fd64e115 ran licence not identified · pointer only
Cross-Domain Policy Adaptation by Capturing Representation Mismatch 24 May 2024 t6-thu/H2O/Network/Weight_net.py a0b6506a43dcb733 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Generative Semi-supervised Graph Anomaly Detection 19 Feb 2024 mala-lab/ggad/model.py 4b7926c71f580f82 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Expert Proximity as Surrogate Rewards for Single Demonstration Imitation Learning 1 Feb 2024 stanl1y/tdil/rl_algo/neighborhood_il/Discriminator.py 97c629d57d7f9589 ran no licence file found · pointer only
Humans in 4D: Reconstructing and Tracking Humans with Transformers 31 May 2023 shubham-goel/4D-Humans/hmr2/models/hmr2.py 044509f32558dfd9 ran MIT (permissive)
Latent Processes Identification From Multi-View Time Series 14 May 2023 lccurious/MuLTI/multi/models/multi.py f1501104ff70fb06 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
SimpleNet: A Simple Network for Image Anomaly Detection and Localization 27 Mar 2023 donaldrr/simplenet/simplenet.py e55477994bd9693d ran fingerprinted MIT (permissive)
Controllability-Aware Unsupervised Skill Discovery 10 Feb 2023 artberryx/csd-public/baselines/her/discriminator.py 6791c540f021f7a6 unverified MIT (permissive)
Unpaired Image Translation via Vector Symbolic Architectures 6 Sep 2022 facebookresearch/vsait/models/iit.py 47b7903e04f3bf64 ran licence not identified · pointer only
Improving GANs for Long-Tailed Data through Group Spectral Regularization 21 Aug 2022 val-iisc/gSRGAN/src/models/resnet.py 14af0f78c3a1e2e2 unverified MIT (permissive)
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs 28 Jul 2022 Tebmer/SNRI/model/dgl/graph_classifier.py d58499a1c7e73bae ran no licence file found · pointer only
Grounding Visual Representations with Texts for Domain Generalization 21 Jul 2022 mswzeus/GVRT/src/algorithms.py 87938d2cb1a2cf79 ran no licence file found · pointer only
Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations 20 Jul 2022 zexusun/oilca-neurips23/algos/augment_DWBC.py dc45d614f4a18d3a ran · metamorphic tier: invariant no licence file found · pointer only
WaveGAN: Frequency-aware GAN for High-Fidelity Few-shot Image Generation 15 Jul 2022 kobeshegu/eccv2022_wavegan/networks/lofgan.py 741fbf4776861eb6 unverified no licence file found · pointer only
Adversarial Support Alignment 16 Mar 2022 timgaripov/asa/support_alignment/core/discriminators.py 2bc47b5ba8597cf8 unverified MIT (permissive)
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting 12 Mar 2022 tsingqguo/misf/src/misf.py 463b050a07daa0c8 ran · metamorphic tier: deterministic no licence file found · pointer only
Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing 10 Mar 2022 wangzhuo2019/SSAN/networks/SSAN_M.py 4c94d8bde29d441d unverified MIT (permissive)
Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching 4 Feb 2022 ryanxhr/dwbc/algos/DWBC.py f1271b9b38c74edc ran MIT (permissive)
Conditional GANs with Auxiliary Discriminative Classifier 21 Jul 2021 POSTECH-CVLab/PyTorch-StudioGAN/src/models/big_resnet_deep_studiogan.py decc34226ea2bf5b unverified licence not identified · pointer only
Self-Supervised GANs with Label Augmentation 16 Jun 2021 liang-hou/ssgan-la/BigGAN-PyTorch/BigGAN.py 0b8f0b3381bc364e unverified no licence file found · pointer only
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding 1 Jun 2021 sanatonek/TNC_representation_learning/tnc/tnc.py 3caf68def47c9a9a ran fingerprinted no licence file found · pointer only
Dual Contrastive Learning for Unsupervised Image-to-Image Translation 15 Apr 2021 Deopoler/DCLGAN-Keras/modules/networks.py 29723a1d716a52d8 unverified MIT (permissive)
Audio-Driven Emotional Video Portraits 15 Apr 2021 jixinya/EVP/train/disentanglement/code/models_GAN.py fbff1a137e8aad34 ran no licence file found · pointer only
Creative Sketch Generation 19 Nov 2020 facebookresearch/DoodlerGAN/part_generator.py 3c595cc17d5b85ba ran MIT (permissive)
Quantum State Tomography with Conditional Generative Adversarial Networks 7 Aug 2020 quantshah/qst-cgan/qst_cgan/gan.py 67e33dc775e7dc48 unverified MIT (permissive)
Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers 24 Jun 2020 pauldaoudi/food/agents/algos_utils/darc_utils/networks_manager.py 85dcfc68165685af ran fingerprinted MIT (permissive)
Contrastive Multi-View Representation Learning on Graphs 10 Jun 2020 timothewt/AdvancedGraphClustering/src/algorithms/deep/MVGRL.py e8420d8fd1b6ff84 ran fingerprinted MIT (permissive)
State-only Imitation with Transition Dynamics Mismatch 27 Feb 2020 tgangwani/RL-Indirect-imitation/i2l/networks/discriminator_model.py a3b231ee8af623af unverified no licence file found · pointer only
Multi-Agent Interactions Modeling with Correlated Policies 4 Jan 2020 apexrl/CoDAIL/multi-agent-irl/irl/mack/kfac_discriminator_codail.py 61a8673dcf121b59 unverified Apache-2.0 (permissive)
Analyzing and Improving the Image Quality of StyleGAN 3 Dec 2019 nekitmm/StyleGan2/stylegan2.py ec9cdcb0bee74dce unverified MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 huangzh13/StyleGAN.pytorch/models/GAN.py 5051ca44799ae37a unverified licence not identified · pointer only
How Powerful are Graph Neural Networks? 1 Oct 2018 egyptdj/graph-neural-mapping/models/graphcnn.py 6e6181d4f831ff7a ran · metamorphic tier: invariant fingerprinted GPL-3.0 (copyleft) · pointer only
Deep Graph Infomax 27 Sep 2018 Sam131112/Deep-Graph-Infomax-Implementation/deepgraphinfomax.py 8ac4c2aa6c924a58 ran · metamorphic tier: deterministic no licence file found · pointer only
Deep Graph Infomax 27 Sep 2018 Sean-Bin-Yang/Path-InfoMax/models/pim.py 3e0b949d70c76ab4 ran · metamorphic tier: deterministic no licence file found · pointer only
Deep Graph Infomax 27 Sep 2018 PetarV-/DGI/models/dgi.py 1702410d0868c8a5 ran MIT (permissive)
Deep Graph Infomax 27 Sep 2018 wwwyyun/HDGI/models/dgi.py 690842e491f017bd unverified MIT (permissive)
Deep Graph Infomax 27 Sep 2018 zpeng27/GMI/models/gmi.py e31d20ab111c4457 unverified MIT (permissive)
Diversity is All You Need: Learning Skills without a Reward Function 16 Feb 2018 alirezakazemipour/DIAYN-PyTorch/Brain/agent.py 6cb01147c4e509a3 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Improved Training of Wasserstein GANs 31 Mar 2017 shahbuland/basic-gans/GP-WGAN-pytorch.py 3baa46870ebaf2e7 ran · metamorphic tier: deterministic no licence file found · pointer only
Improved Training of Wasserstein GANs 31 Mar 2017 zeleni9/pytorch-wgan/models/wgan_gradient_penalty.py 1574ea170dc9603e ran · metamorphic tier: deterministic MIT (permissive)
Improved Training of Wasserstein GANs 31 Mar 2017 polmonroig/faceGAN/models/WGAN/WGAN.py 4c30b6ec62e2cafa ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Improved Training of Wasserstein GANs 31 Mar 2017 YuguangTong/improved_wgan_training/gan_toy.py 9e3664dc1f8d79a4 unverified MIT (permissive)
Adversarial Discriminative Domain Adaptation 17 Feb 2017 mashaan14/ADDA-toy/models.py 7ee0559533467085 ran · metamorphic tier: deterministic no licence file found · pointer only
Adversarial Discriminative Domain Adaptation 17 Feb 2017 Backdrop9019/pytorch_adda_mixup/models/models.py 8834a2ebbe444d53 ran · metamorphic tier: deterministic no licence file found · pointer only
Adversarial Discriminative Domain Adaptation 17 Feb 2017 Fujiki-Nakamura/ADDA.PyTorch/models.py e8e38bfc623d704e ran no licence file found · pointer only
Adversarial Discriminative Domain Adaptation 17 Feb 2017 kevin851066/Deep_Learning_for_Computer_Vision/hw3-kevin851066/ADDA/SM_M/ADDA.py ebf44e526ae75e68 ran no licence file found · pointer only
Generative Adversarial Imitation Learning 10 Jun 2016 emunaran/stochastic-human-driving-policies-drl/model/algorithm/gail.py 86a2d590f55ea39d ran no licence file found · pointer only
Generative Adversarial Imitation Learning 10 Jun 2016 morikatron/GAIL_PPO/algo/discriminator.py c30fb27c55c474d2 ran · metamorphic tier: invariant MIT (permissive)
Generative Adversarial Imitation Learning 10 Jun 2016 nav74neet/gail-tf-gym/gail-ppo-tf-gym/network_models/discriminator.py 40b17d8ecf42cfe6 unverified no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 zeleni9/pytorch-wgan/models/dcgan.py 36e269652940d870 ran · metamorphic tier: deterministic MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 joeylitalien/celeba-gan-pytorch/src/dcgan.py 292174eff2832369 ran · metamorphic tier: deterministic no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 llvictorll/AS/network/DCGAN.py 55fed21978c57ce5 ran no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 polmonroig/faceGAN/models/GAN/GAN.py 1ab3f0450658d58c ran Apache-2.0 (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 caffe-mocha/dcgan-pytorch-cifar10/dcgan.py 25d04bac0a0effe8 ran MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 u7javed/DCGAN_pytorch/models.py cc900ebb3b6e345d 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 a6555241bd7bbf9a ran no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 adityabingi/DCGAN-TF2.0/dcgan.py a62f5028674b8f26 ran fingerprinted MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 DarkGeekMS/Tensorflow-GANs-Architectures-Implementation/models/dcgan_model.py 6a53655c59770d36 unverified GPL-3.0 (copyleft) · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 sugyan/tf-dcgan/dcgan.py a9b21b8a88e5c685 unverified MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 Sezoir/DCGAN-Dog-Generator/DCGAN.py b8bba9a17cc9aa15 unverified GPL-3.0 (copyleft) · pointer only
Domain-Adversarial Training of Neural Networks 28 May 2015 lzx6/pytorch_DA/models/model.py 87db2131110dfd0a ran no licence file found · pointer only

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