FedOT introduces chunked watermarks plus latent vector transformation to enable ownership verification, client tracing, and resistance to VAE replacement attacks in federated LDMs.
arXiv preprint arXiv:2405.07925 (2024)
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A structured literature survey categorizing generative AI (autoencoders, GANs, diffusion models, LLMs) and federated learning uses in IDS, covering tasks like synthetic data generation and anomaly detection plus open challenges.
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Generative AI and Federated Learning for Intrusion Detection Systems: A Survey
A structured literature survey categorizing generative AI (autoencoders, GANs, diffusion models, LLMs) and federated learning uses in IDS, covering tasks like synthetic data generation and anomaly detection plus open challenges.