![The adversarial autoencoder architecture [31], applied to learn the ...](https://www.researchgate.net/profile/Timur-Sattarov/publication/334883208/figure/fig1/AS:787363269726208@1564733440944/The-adversarial-autoencoder-architecture-31-applied-to-learn-the-journal-entries.png)
![The adversarial autoencoder architecture as introduced in [41], applied ...](https://www.researchgate.net/profile/Marco-Schreyer/publication/336372020/figure/fig1/AS:812297324855296@1570678182041/The-adversarial-autoencoder-architecture-as-introduced-in-41-applied-to-learn-a.png)
![[论文阅读]Adversarial Autoencoders（aae）和代码](https://img-blog.csdnimg.cn/direct/7b25bf5e7b414eff9403f8aec33e6c88.png)
%20for%20tasks%20like%20dimensionality%20reduction%2C%20representation%20learning%20and%20data%20generation%2C%20they%20remain%20vulnerable%20to%20adversarial%20attacks.%20Variational%20Autoencoders%20(VAEs)%2C%20with%20their%20probabilistic%20approach%20to%20disentangling%20latent%20spaces%2C%20show%20stronger%20resistance%20to%20such%20perturbations%20compared%20to%20deterministic%20AEs%3B%20however%2C%20their%20resilience%20against%20adversarial%20inputs%20is%20still%20a%20concern.%20This%20study%20evaluates%20the%20robustness%20of%20VAEs%20against%20non-targeted%20adversarial%20attacks%20by%20optimizing%20minimal%20sample-specific%20perturbations%20to%20cause%20maximal%20damage%20across%20diverse%20demographic%20subgroups%20(combinations%20of%20age%20and%20gender).%20We%20investigate%20two%20questions:%20whether%20there%20are%20robustness%20disparities%20among%20subgroups%2C%20and%20what%20factors%20contribute%20to%20these%20disparities%2C%20such%20as%20data%20scarcity%20and%20representation%20entanglement.%20Our%20findings%20reveal%20that%20robustness%20disparities%20exist%20but%20are%20not%20always%20correlated%20with%20the%20size%20of%20the%20subgroup.%20By%20using%20downstream%20gender%20and%20age%20classifiers%20and%20examining%20latent%20embeddings%2C%20we%20highlight%20the%20vulnerability%20of%20subgroups%20like%20older%20women%2C%20who%20are%20prone%20to%20misclassification%20due%20to%20adversarial%20perturbations%20pushing%20their%20representations%20toward%20those%20of%20other%20subgroups.)
![The adversarial autoencoder architecture as introduced in [41], applied ...](https://www.researchgate.net/profile/Marco-Schreyer/publication/336372020/figure/fig1/AS:812297324855296@1570678182041/The-adversarial-autoencoder-architecture-as-introduced-in-41-applied-to-learn-a_Q640.jpg)
![Adversarial autoencoder [32]. | Download Scientific Diagram](https://www.researchgate.net/profile/Bk-Tripathy/publication/366684170/figure/fig1/AS:11431281110158790@1672377723717/Adversarial-autoencoder-32.png)
![An Adversarial autoencoder network [15]. | Download Scientific Diagram](https://www.researchgate.net/publication/327483354/figure/fig2/AS:668035467726849@1536283475543/An-Adversarial-autoencoder-network-15_Q640.jpg)
Discover the beauty of natural adversarial autoencoders - oecd.ai through our gallery of comprehensive galleries of outdoor images. capturing the essence of computer, digital, and electronic in their natural habitat. ideal for nature documentaries and publications. Browse our premium adversarial autoencoders - oecd.ai gallery featuring professionally curated photographs. Suitable for various applications including web design, social media, personal projects, and digital content creation All adversarial autoencoders - oecd.ai images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Discover the perfect adversarial autoencoders - oecd.ai images to enhance your visual communication needs. The adversarial autoencoders - oecd.ai archive serves professionals, educators, and creatives across diverse industries. Reliable customer support ensures smooth experience throughout the adversarial autoencoders - oecd.ai selection process. Advanced search capabilities make finding the perfect adversarial autoencoders - oecd.ai image effortless and efficient. Whether for commercial projects or personal use, our adversarial autoencoders - oecd.ai collection delivers consistent excellence. The adversarial autoencoders - oecd.ai collection represents years of careful curation and professional standards. Our adversarial autoencoders - oecd.ai database continuously expands with fresh, relevant content from skilled photographers.