3 papers
cs.LG2026
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…
cs.DC2025
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…
cs.DC2024
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…