2 papers
cs.CR2026
ConfusionPrompt: Practical Private Inference for Online Large Language Models
Peihua Mai, Youjia Yang, Ran Yan +2
State-of-the-art large language models (LLMs) are typically deployed as online services, requiring users to transmit detailed prompts to cloud servers. This raises significant priv…
cs.LG2025
Data Valuation and Selection in a Federated Model Marketplace
Wenqian Li, Youjia Yang, Ruoxi Jia +1
In the era of Artificial Intelligence (AI), marketplaces have become essential platforms for facilitating the exchange of data products to foster data sharing. Model transactions p…