3 citations · 4 across the 8 of their papers we have counts for
4 papers · 1 filter
A Survey on Private Transformer Inference
Yang Li, Xinyu Zhou, Yitong Wang +2
Transformer models have revolutionized AI, enabling applications like content generation and sentiment analysis. However, their use in Machine Learning as a Service (MLaaS) raises…
A Unified Successive Approximation Framework for General Coupled Multiplicative and Fractional Optimization: HM-GM-AM-QM Transforms and Applications
Liangxin Qian, Wenhan Yu, Peiyuan Si +4
Optimization problems in communication networks and information systems often contain coupled multiplicative or fractional terms, such as sum-of-products, sum-of-ratios, and logari…
Parameter Training Efficiency Aware Resource Allocation for AIGC in Space-Air-Ground Integrated Networks
Liangxin Qian, Peiyuan Si, Jun Zhao +1
With the evolution of artificial intelligence-generated content (AIGC) techniques and the development of space-air-ground integrated networks (SAGIN), there will be a growing oppor…
User Connection and Resource Allocation Optimization in Blockchain Empowered Metaverse over 6G Wireless Communications
Liangxin Qian, Chang Liu, Jun Zhao
The convergence of blockchain, Metaverse, and non-fungible tokens (NFTs) brings transformative digital opportunities alongside challenges like privacy and resource management. Addr…