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Federated unlearning for on-device recommendation
The increasing data privacy concerns in recommendation systems have made federated
recommendations attract more and more attention. Existing federated recommendation …
recommendations attract more and more attention. Existing federated recommendation …
Interaction-level membership inference attack against federated recommender systems
The marriage of federated learning and recommender system (FedRec) has been widely
used to address the growing data privacy concerns in personalized recommendation …
used to address the growing data privacy concerns in personalized recommendation …
A comprehensive review of recommender systems: Transitioning from theory to practice
Recommender Systems (RS) play an integral role in enhancing user experiences by
providing personalized item suggestions. This survey reviews the progress in RS inclusively …
providing personalized item suggestions. This survey reviews the progress in RS inclusively …
Certified unlearning for federated recommendation
Recommendation systems play a crucial role in providing web-based suggestion utilities by
leveraging user behavior, preferences, and interests. In the context of privacy concerns and …
leveraging user behavior, preferences, and interests. In the context of privacy concerns and …
Fedrecattack: Model poisoning attack to federated recommendation
D Rong, S Ye, R Zhao, HN Yuen… - 2022 IEEE 38th …, 2022 - ieeexplore.ieee.org
Federated Recommendation (FR) has received con-siderable popularity and attention in the
past few years. In FR, for each user, its feature vector and interaction data are kept locally on …
past few years. In FR, for each user, its feature vector and interaction data are kept locally on …
Large-scale personalized video game recommendation via social-aware contextualized graph neural network
Because of the large number of online games available nowadays, online game
recommender systems are necessary for users and online game platforms. The former can …
recommender systems are necessary for users and online game platforms. The former can …
[HTML][HTML] Recommender Systems Applications: Data Sources, Features, and Challenges
YH Alfaifi - Information, 2024 - mdpi.com
In recent years, there has been growing interest in recommendation systems, which is
matched by their widespread adoption across various sectors. This can be attributed to their …
matched by their widespread adoption across various sectors. This can be attributed to their …
Leveraging watch-time feedback for short-video recommendations: A causal labeling framework
With the proliferation of short video applications, the significance of short video
recommendations has vastly increased. Unlike other recommendation scenarios, short …
recommendations has vastly increased. Unlike other recommendation scenarios, short …
Poisoning federated recommender systems with fake users
Federated recommendation is a prominent use case within federated learning, yet it remains
susceptible to various attacks, from user to server-side vulnerabilities. Poisoning attacks are …
susceptible to various attacks, from user to server-side vulnerabilities. Poisoning attacks are …
Hide your model: A parameter transmission-free federated recommender system
With the growing concerns regarding user data privacy, Federated Recommender System
(FedRec) has garnered significant attention recently due to its privacy-preserving …
(FedRec) has garnered significant attention recently due to its privacy-preserving …