most citedPrivacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models

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cs.LG2025★ 2 cited

Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models

Linh Tran, Wei Sun, Stacy Patterson +1

Multimodal Large Language Models (LLMs) are pivotal in revolutionizing customer support and operations by integrating multiple modalities such as text, images, and audio. Federated…

cs.LG2025

PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy

Linh Tran, Timothy Castiglia, Stacy Patterson +1

We present Poisson Binomial Mechanism Vertical Federated Learning (PBM-VFL), a communication-efficient Vertical Federated Learning algorithm with Differential Privacy guarantees. P…