Methods › General › Loss Functions › WGAN-GP Loss
WGAN-GP Loss
Introduced by Ishaan Gulrajani et al. in Improved Training of Wasserstein GANs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Wasserstein Gradient Penalty Loss, or WGAN-GP Loss, is a loss used for generative adversarial networks that augments the Wasserstein loss with a gradient norm penalty for random samples 𝐱̂ ∼ℙ_(𝐱̂) to achieve Lipschitz continuity:
L = 𝔼_(𝐱̂ ∼ℙ_g)[D(𝐱̃)] - 𝔼_(𝐱 ∼ℙᵣ)[D(𝐱)] + λ𝔼_(𝐱̂ ∼ℙ_(𝐱̂))[(||∇_(𝐱̃)D(𝐱̃)||₂-1)²]
It was introduced as part of the WGAN-GP overall model.
Papers archive 2025-07-28
30 shown of 65, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective 28 May 2025 · 0 repositories · arXiv:2505.22604
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DeeCLIP: A Robust and Generalizable Transformer-Based Framework for Detecting AI-Generated Images 28 Apr 2025 · 1 repository · arXiv:2504.19876
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Synthesising Handwritten Music with GANs: A Comprehensive Evaluation of CycleWGAN, ProGAN, and DCGAN 25 Nov 2024 · 0 repositories · arXiv:2411.16405
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Generation of Indian Sign Language Letters, Numbers, and Words 23 Oct 2024 · 1 repository
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Guided and Fused: Efficient Frozen CLIP-ViT with Feature Guidance and Multi-Stage Feature Fusion for Generalizable Deepfake Detection 25 Aug 2024 · 0 repositories · arXiv:2408.13697
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Deep learning for automated detection of breast cancer in deep ultraviolet fluorescence images with diffusion probabilistic model 1 Jul 2024 · 0 repositories · arXiv:2407.00967
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NAIST Simultaneous Speech Translation System for IWSLT 2024 30 Jun 2024 · 0 repositories · arXiv:2407.00826
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ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale 3 Apr 2024 · 0 repositories · arXiv:2404.02990
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(Un)paired signal-to-signal translation with 1D conditional GANs 5 Mar 2024 · 0 repositories · arXiv:2403.04800
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Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection 27 Dec 2023 · 2 repositories · arXiv:2312.16649Syntology ran 6 of 7 samples · 1 unverified
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The Effects of Signal-to-Noise Ratio on Generative Adversarial Networks Applied to Marine Bioacoustic Data 22 Dec 2023 · 0 repositories · arXiv:2312.14806
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Stock market forecasting using DRAGAN and feature matching 6 Jan 2023 · 1 repository · arXiv:2301.05693
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Diffusion Probabilistic Models beat GANs on Medical Images 14 Dec 2022 · 1 repository · arXiv:2212.07501
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Framewise WaveGAN: High Speed Adversarial Vocoder in Time Domain with Very Low Computational Complexity 8 Dec 2022 · 0 repositories · arXiv:2212.04532
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HiFi-WaveGAN: Generative Adversarial Network with Auxiliary Spectrogram-Phase Loss for High-Fidelity Singing Voice Generation 23 Oct 2022 · 1 repository · arXiv:2210.12740
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WaveGAN: Frequency-aware GAN for High-Fidelity Few-shot Image Generation 15 Jul 2022 · 1 repository · arXiv:2207.07288Syntology ran 7 of 13 samples · 6 unverified · 13 pointer-only (licence)
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On Improving the Performance of Glitch Classification for Gravitational Wave Detection by using Generative Adversarial Networks 8 Jul 2022 · 0 repositories · arXiv:2207.04001
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WOLONet: Wave Outlooker for Efficient and High Fidelity Speech Synthesis 20 Jun 2022 · 0 repositories · arXiv:2206.09920
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NatiQ: An End-to-end Text-to-Speech System for Arabic 15 Jun 2022 · 0 repositories · arXiv:2206.07373
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Unified Source-Filter GAN with Harmonic-plus-Noise Source Excitation Generation 12 May 2022 · 0 repositories · arXiv:2205.06053
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Think Twice Before Detecting GAN-Generated Fake Images From Their Spectral Domain Imprints 1 Jan 2022 · 0 repositories
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MSR-NV: Neural Vocoder Using Multiple Sampling Rates 28 Sep 2021 · 0 repositories · arXiv:2109.13714
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Alleviating Mode Collapse in GAN via Diversity Penalty Module 5 Aug 2021 · 0 repositories · arXiv:2108.02353
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Digital Einstein Experience: Fast Text-to-Speech for Conversational AI 21 Jul 2021 · 0 repositories · arXiv:2107.10658
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StarGANv2-VC: A Diverse, Unsupervised, Non-parallel Framework for Natural-Sounding Voice Conversion 21 Jul 2021 · 2 repositories · arXiv:2107.10394Syntology ran 3 of 5 samples · 2 unverified
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Interpreting intermediate convolutional layers of generative CNNs trained on waveforms 19 Apr 2021 · 0 repositories · arXiv:2104.09489
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Unified Source-Filter GAN: Unified Source-filter Network Based On Factorization of Quasi-Periodic Parallel WaveGAN 10 Apr 2021 · 1 repository · arXiv:2104.04668
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Adversarial Attacks and Defenses for Speech Recognition Systems 31 Mar 2021 · 0 repositories · arXiv:2103.17122
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Improve GAN-based Neural Vocoder using Pointwise Relativistic LeastSquare GAN 26 Mar 2021 · 0 repositories · arXiv:2103.14245
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Histo-fetch -- On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training 23 Feb 2021 · 1 repository · arXiv:2102.11433
Tasks archive 2025-07-28
20 shown of 85 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Generative Adversarial Network | 15 |
| Image Generation | 13 |
| Text to Speech | 9 |
| text-to-speech | 9 |
| Data Augmentation | 4 |
| Speech Synthesis | 4 |
| Translation | 4 |
| Vocal Bursts Intensity Prediction | 4 |
| Disentanglement | 3 |
| Diversity | 3 |
| Synthetic Data Generation | 3 |
| Voice Conversion | 3 |
| Attribute | 2 |
| Audio Generation | 2 |
| CPU | 2 |
| Conditional Image Generation | 2 |
| Decoder | 2 |
| Face Generation | 2 |
| GPU | 2 |
| Image-to-Image Translation | 2 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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