FLASK
发表于 2025-3-26 21:27:04
Protecting Intellectual Property of Machine Learning Models via Fingerprinting the Classification Bos such that it does not need to train its own model, which requires a large amount of resources. Therefore, it becomes an urgent problem how to distinguish such compromise of IP. Watermarking has been widely adopted as a solution in the literature. However, watermarking requires modification of the
消毒
发表于 2025-3-27 03:49:41
http://reply.papertrans.cn/28/2799/279897/279897_32.png
水槽
发表于 2025-3-27 06:38:09
Watermarks for Deep Reinforcement Learninging models, various watermarking approaches have been proposed. However, considering the complexity and stochasticity of reinforcement learning tasks, we cannot apply existing watermarking techniques for deep learning models to the deep reinforcement learning scenario directly. Existing watermarking
Mawkish
发表于 2025-3-27 09:57:08
Ownership Protection for Image Captioning Modelster, we demonstrate that image captioning tasks cannot be adequately protected by the present digital watermarking architecture, which are generally considered as one of the most difficult AI challenges. To safeguard the image captioning model, we propose two distinct embedding strategies in the rec
remission
发表于 2025-3-27 17:12:06
http://reply.papertrans.cn/28/2799/279897/279897_35.png
法律的瑕疵
发表于 2025-3-27 20:40:27
FedIPR: Ownership Verification for Federated Deep Neural Network Modelsbution, and free-riding threat the collaboratively built models in federated learning. To address IP infringement issues, in this chapter, we introduce a novel deep neural network ownership verification framework for secure federated learning that allows each client to embed and extract private wate
幸福愉悦感
发表于 2025-3-28 00:30:16
Model Auditing for Data Intellectual Propertye the model developer may illegally misuse or steal other party’s private data for training. To determine the data ownership from a trained deep neural network model, in this chapter, we propose a deep neural network auditing scheme that allows the auditor to trace illegal data usage from a trained
你不公正
发表于 2025-3-28 04:06:36
Lixin Fan,Chee Seng Chan,Qiang YangThe first book to address the use of digital watermarking for verifying machine learning model ownerships.Presents essential protocols, methodologies and techniques for protecting machine learning mod
恶名声
发表于 2025-3-28 08:29:44
http://reply.papertrans.cn/28/2799/279897/279897_39.png
Alcove
发表于 2025-3-28 11:27:20
https://doi.org/10.1007/978-981-19-7554-7Machine learning model protection; deep learning model protection; model ownerhsip verification; model