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Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences
arXiv:2605.30873v1 Announce Type: new Abstract: Federated Learning (FL) offers a privacy-preserving pathway for aligning Large Language Models (LLMs); however, existing frameworks typically enforce a monolithic reward model, inevitably averaging out inherently conflicting user preferences (e.g., helpfulness vs. harmlessness). While Variational Preference Learning (VPL) offers a pathway to personalization, adapting it to decentralized settings presents a fundamental challenge: posterior...
Regional town loses only GP and adds to critical shortage across WA
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Listen up, England. The Health Secretary is going to be data controller for everyone's Single Patient Record
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As vaccination rates fall in Australia, a British mother has a warning
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