Huaimin Wang

Corporation Architecture for Multiple Cloud Service Providers in JointCloud Computing

2017

Nowadays, cloud computing is hard to effectively sustain the implementation of the commercial model of Internet Service globalization. There is a growing trend to build an environment of cloud service, with the capacity to serve …

Software Ranker: A New Comprehensive Software Ranking Approach

2018

With the popularity of the open source, the open source community has accumulated a large number of open source project. While these massive projects provide developers with rich reusable resource, they also bring difficulties for …

Characterizing the Occurrence of Dockerfile Smells in Open-Source Software: An Empirical Study

2020 · IEEE Access

Dockerfile plays an important role in the Docker-based software development process, but many Dockerfile codes are infected with smells in practice. Understanding the occurrence of Dockerfile smells in open-source software can benefit the practice of …

FedH2L: Federated Learning with Model and Statistical Heterogeneity

2021 · arXiv (Cornell University)

Federated learning (FL) enables distributed participants to collectively learn a strong global model without sacrificing their individual data privacy. Mainstream FL approaches require each participant to share a common network architecture and further assume that …

Diversifying Message Aggregation in Multi-Agent Communication via Normalized Tensor Nuclear Norm Regularization

2022 · arXiv (Cornell University)

Aggregating messages is a key component for the communication of multi-agent reinforcement learning (Comm-MARL). Recently, it has witnessed the prevalence of graph attention networks (GAT) in Comm-MARL, where agents can be represented as nodes and …

Multi-task Pre-training Language Model for Semantic Network Completion

2023 · ACM Transactions on Asian and Low-Resource Language Information Processing

Semantic networks, exemplified by the knowledge graph, serve as a means to represent knowledge by leveraging the structure of a graph. While the knowledge graph exhibits promising potential in the field of natural language processing, …

NebulaFL: Effective Asynchronous Federated Learning for JointCloud Computing

2024 · arXiv (Cornell University)

With advancements in AI infrastructure and Trusted Execution Environment (TEE) technology, Federated Learning as a Service (FLaaS) through JointCloud Computing (JCC) is promising to break through the resource constraints caused by heterogeneous edge devices in …