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Driven by advances in generative artificial intelligence (AI) techniques and algorithms, the widespread adoption of AI-generated content (AIGC) has emerged, allowing for the generation of diverse and high-quality content. Especially, the…

分布式、并行与集群计算 · 计算机科学 2023-12-27 Hongyang Du , Ruichen Zhang , Dusit Niyato , Jiawen Kang , Zehui Xiong , Dong In Kim , Xuemin , Shen , H. Vincent Poor

Recent breakthroughs in generative artificial intelligence have triggered a surge in demand for machine learning training, which poses significant cost burdens and environmental challenges due to its substantial energy consumption.…

人工智能 · 计算机科学 2023-04-18 Siyue Zhang , Minrui Xu , Wei Yang Bryan Lim , Dusit Niyato

Diffusion models (DMs) have emerged as powerful tools for high-quality content generation, yet their intensive computational requirements for inference pose challenges for resource-constrained edge devices. Cloud-based solutions aid in…

机器学习 · 计算机科学 2025-08-08 Nan Li , Wanting Yang , Marie Siew , Zehui Xiong , Binbin Chen , Shiwen Mao , Kwok-Yan Lam

AI-Generated Content (AIGC), as a novel manner of providing Metaverse services in the forthcoming Internet paradigm, can resolve the obstacles of immersion requirements. Concurrently, edge computing, as an evolutionary paradigm of computing…

人工智能 · 计算机科学 2024-03-26 Yitong Wang , Chang Liu , Jun Zhao

Federated learning (FL) has emerged as a promising paradigm that enables clients to collaboratively train a shared global model without uploading their local data. To alleviate the heterogeneous data quality among clients, artificial…

机器学习 · 计算机科学 2024-06-14 Guangjing Huang , Qiong Wu , Jingyi Li , Xu Chen

Artificial intelligence generated content (AIGC) has emerged as a promising technology to improve the efficiency, quality, diversity and flexibility of the content creation process by adopting a variety of generative AI models. Deploying…

分布式、并行与集群计算 · 计算机科学 2023-07-17 Xumin Huang , Peichun Li , Hongyang Du , Jiawen Kang , Dusit Niyato , Dong In Kim , Yuan Wu

Integrated sensing and communication (ISAC) can enhance artificial intelligence-generated content (AIGC) networks by providing efficient sensing and transmission. Existing AIGC services usually assume that the accuracy of the generated…

机器学习 · 计算机科学 2026-01-15 Ningzhe Shi , Yiqing Zhou , Ling Liu , Jinglin Shi , Yihao Wu , Haiwei Shi , Hanxiao Yu

Due to massive computational demands of large generative models, AI-Generated Content (AIGC) can organize collaborative Mobile AIGC Service Providers (MASPs) at network edges to provide ubiquitous and customized content generation for…

网络与互联网体系结构 · 计算机科学 2025-02-18 Yinqiu Liu , Ruichen Zhang , Jiacheng Wang , Dusit Niyato , Xianbin Wang , Dong In Kim , Hongyang Du

The fusion of the Internet of Things (IoT) with Sixth-Generation (6G) technology has significant potential to revolutionize the IoT landscape. With the ultra-reliable and low-latency communication capabilities of 6G, 6G-IoT networks can…

网络与互联网体系结构 · 计算机科学 2024-07-26 Jinbo Wen , Jiangtian Nie , Yue Zhong , Changyan Yi , Xiaohuan Li , Jiangming Jin , Yang Zhang , Dusit Niyato

Artificial Intelligence Generated Content (AIGC) services can efficiently satisfy user-specified content creation demands, but the high computational requirements pose various challenges to supporting mobile users at scale. In this paper,…

分布式、并行与集群计算 · 计算机科学 2024-09-17 Shuangwei Gao , Peng Yang , Yuxin Kong , Feng Lyu , Ning Zhang

As an emerging paradigm of content creation, AI-Generated Content (AIGC) has been widely adopted by a large number of edge end users. However, the requests for generated content from AIGC users have obvious diversity, and there remains a…

网络与互联网体系结构 · 计算机科学 2024-05-15 Yaju Liu , Xi Lin , Siyuan Li , Gaolei Li , Qinghua Mao , Jianhua Li

Data centers are increasingly using more energy due to the rise in Artificial Intelligence (AI) workloads, which negatively impacts the environment and raises operational costs. Reducing operating expenses and carbon emissions while…

分布式、并行与集群计算 · 计算机科学 2024-04-03 Ninad Hogade , Sudeep Pasricha

Artificial Intelligence-Generated Content (AIGC) refers to the use of AI to automate the information creation process while fulfilling the personalized requirements of users. However, due to the instability of AIGC models, e.g., the…

人工智能 · 计算机科学 2023-01-10 Hongyang Du , Zonghang Li , Dusit Niyato , Jiawen Kang , Zehui Xiong , Xuemin , Shen , Dong In Kim

Artificial Intelligence Generated Content (AIGC) has gained significant popularity for creating diverse content. Current AIGC models primarily focus on content quality within a centralized framework, resulting in a high service delay and…

机器学习 · 计算机科学 2024-12-25 Changfu Xu , Jianxiong Guo , Wanyu Lin , Haodong Zou , Wentao Fan , Tian Wang , Xiaowen Chu , Jiannong Cao

Advanced AI-Generated Content (AIGC) technologies have injected new impetus into teleoperation, further enhancing its security and efficiency. Edge AIGC networks have been introduced to meet the stringent low-latency requirements of…

网络与互联网体系结构 · 计算机科学 2025-05-13 Zijun Zhan , Yaxian Dong , Daniel Mawunyo Doe , Yuqing Hu , Shuai Li , Shaohua Cao , Lei Fan , Zhu Han

As Metaverse emerges as the next-generation Internet paradigm, the ability to efficiently generate content is paramount. AIGenerated Content (AIGC) emerges as a key solution, yet the resource intensive nature of large Generative AI (GAI)…

网络与互联网体系结构 · 计算机科学 2023-11-22 Hongyang Du , Zonghang Li , Dusit Niyato , Jiawen Kang , Zehui Xiong , Huawei Huang , Shiwen Mao

Generative AI (GenAI) has emerged as a transformative technology, enabling customized and personalized AI-generated content (AIGC) services. In this paper, we address challenges of edge-enabled AIGC service provisioning, which remain…

With the rapid advancement of artificial intelligence (AI), generative AI (GenAI) has emerged as a transformative tool, enabling customized and personalized AI-generated content (AIGC) services. However, GenAI models with billions of…

网络与互联网体系结构 · 计算机科学 2024-11-14 Zhang Liu , Hongyang Du , Lianfen Huang , Zhibin Gao , Dusit Niyato

Artificial Intelligence-Generated Content (AIGC) refers to the paradigm of automated content generation utilizing AI models. Mobile AIGC services in the Internet of Vehicles (IoV) network have numerous advantages over traditional…

人工智能 · 计算机科学 2024-05-10 Jiani Fan , Minrui Xu , Ziyao Liu , Huanyi Ye , Chaojie Gu , Dusit Niyato , Kwok-Yan Lam

The rapid proliferation of AI-generated content (AIGC) has reshaped the dynamics of digital marketing and online consumer behavior. However, predicting the diffusion trajectory and market impact of such content remains challenging due to…

机器学习 · 计算机科学 2025-11-14 Ziqing Yin , Xuanjing Chen , Xi Zhang
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