5 papers
Fedcompass: Federated Clustered and Periodic Aggregation Framework for Hybrid Classical-Quantum Models
Yueheng Wang, Xing He, Zinuo Cai +4
Federated learning enables collaborative model training across decentralized clients under privacy constraints. Quantum computing offers potential for alleviating computational and…
AARC: Automated Affinity-aware Resource Configuration for Serverless Workflows
Lingxiao Jin, Zinuo Cai, Zebin Chen +2
Serverless computing is increasingly adopted for its ability to manage complex, event-driven workloads without the need for infrastructure provisioning. However, traditional resour…
Hermes: Memory-Efficient Pipeline Inference for Large Models on Edge Devices
Xueyuan Han, Zinuo Cai, Yichu Zhang +4
The application of Transformer-based large models has achieved numerous success in recent years. However, the exponential growth in the parameters of large models introduces formid…
Chrion: Optimizing Recurrent Neural Network Inference by Collaboratively Utilizing CPUs and GPUs
Zinuo Cai, Hao Wang, Tao Song +3
Deploying deep learning models in cloud clusters provides efficient and prompt inference services to accommodate the widespread application of deep learning. These clusters are usu…
Full Network nonlocality sharing in extended scenario via Optimal Weak Measurements
Zinuo Cai, Changliang Ren
Quantum networks, which can exceed the framework of standard bell theorem, flourish the investigation of quantum nonlocality further. Recently, a concept of full quantum network no…