确定的事 发表于 2025-3-26 22:29:05
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Neuron-Level Inverse Perturbation Against Adversarial Attackson, especially when deployed in security-critical domains. Numerous defense methods, including reactive and proactive ones, have been proposed for model robustness improvement. The former ones, such as conducting transformations to remove perturbations, usually fail to handle large perturbations via少量 发表于 2025-3-27 12:12:49
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Defense Against Free-Rider Attack from the Weight Evolving Frequencyuted machine learning. Although federated learning has gained an unprecedented success in data privacy preservation, its frailty of vulnerability to “free-rider” attacks attracts increasing attention. A number of defenses against free-rider attacks have been proposed for FL. Nevertheless, these methlegislate 发表于 2025-3-27 19:40:47
An Effective Model Copyright Protection for Federated Learning its excellent performance and significant profits, it has been applied to a wide range of practical areas. . has become a major issue. It is possible that FL could benefit from the existing property rights protection methods in centralized scenarios, such as watermark embedding and model fingerprin统治人类 发表于 2025-3-27 22:40:45
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Using Adversarial Examples to against Backdoor Attack in Federated Learningared global model. Unluckily, by uploading a carefully crafted updated model, a malicious client can insert a backdoor into the global model during federated learning training. Many secure aggregation policies and robust training protocols have been proposed to protect against backdoor attacks in FL物种起源 发表于 2025-3-28 07:14:18
http://reply.papertrans.cn/17/1649/164877/164877_39.pngPredigest 发表于 2025-3-28 12:10:02
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