personalize
What to Know About the Pentagon's Crackdown on Universities' Foreign Research Ties
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
What to Know About the Growing Concerns Over Conditions on the Long-Deployed USS Abraham Lincoln
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
Is There a 'Religious Revival' Happening Among Gen Z?
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
ICE Is Getting Body Cameras. But Will They Help Hold Agents Accountable?
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
July's Heat Made History. Trump's Cuts Could Leave Us Less Prepared for What Comes Next
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
The U.S.'s Largest Reservoir Just Fell to Its Lowest Water Level
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
The U.S. Army Is Fast-Tracking New Weapons as Trump Denies Shortages
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW?
Trump Seeks to Restrict Birthright Citizenship With New Orders
U.S. Open follow modal Personalized Content Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens.
Google Search's AI Mode will mine your life to personalize its answers
PCWorld reports that Google Search's AI Mode now incorporates Personal Intelligence, mining data from Gmail and Google Photos to deliver customized search results and travel recommendations. This development matters as it represents Google's push toward highly personalized AI experiences while users retain control over which services connect and how data is used. Google assures that personal data from these services won't be used to train its AI models, addressing privacy concerns as the feature expands beyond Gemini chatbot. Earlier this month, Google said its Gemini AI chatbot will be getting to know you a lot better thanks to a new Personal Intelligence feature that scours your digital life. Now, the company has announced that Personal Intelligence is also coming to Google Search's AI Mode . By connecting Gmail and Google Photos to Personal Intelligence, for example, the search engine's AI Mode will be able to provide you with search results tailored specifically to you. For example, AI Mode will use hotel bookings in your Gmail inbox and old travel photos in your Google Photos albums to recommend activities for an upcoming holiday.
FedL2P: Federated Learning to Personalize
Federated learning (FL) research has made progress in developing algorithms for distributed learning of global models, as well as algorithms for local personalization of those common models to the specifics of each client's local data distribution. However, different FL problems may require different personalization strategies, and it may not even be possible to define an effective one-size-fits-all personalization strategy for all clients: Depending on how similar each client's optimal predictor is to that of the global model, different personalization strategies may be preferred. In this paper, we consider the federated meta-learning problem of learning personalization strategies. Specifically, we consider meta-nets that induce the batch-norm and learning rate parameters for each client given local data statistics. By learning these meta-nets through FL, we allow the whole FL network to collaborate in learning a customized personalization strategy for each client. Empirical results show that this framework improves on a range of standard hand-crafted personalization baselines in both label and feature shift situations.