I am currently an assistant professor from the Department of Computer and Information Scicence, Univeristy of Macau.
Interests
- Machine Learning Systems
- Cloud Native Systems
Latest
- Embracing Imbalance: Dynamic Load Shifting among Microservice Containers in Shared Clusters
- Fast and Fair Training for Deep Learning in Heterogeneous GPU Clusters
- Grad: Intelligent Microservice Scaling by Harnessing Resource Fungibility
- Multiplexing Dynamic Deep Learning Workloads with SLO-awareness in GPU Clusters
- Combinatorial Multi-Armed Bandits with Fairness Constraints: An Online Convex Optimization Perspective
- Optimal Resource Efficiency with Fairness in Heterogeneous GPU Clusters
- SMIless: Serving DAG-based Inference with Dynamic Invocations under Serverless Computing
- Derm: SLA-aware Resource Management for Highly Dynamic Microservices
- Optimizing Dynamic Data Center Provisioning through Speed Scaling: A Primal-Dual Perspective
- Heet: Accelerating Elastic Training in Heterogeneous Deep Learning Clusters
- Optimizing Resource Management for Shared Microservices: A Scalable System Design
- Interference-aware Multiplexing for Deep Learning in GPU Clusters A Middleware Approach
- PERT-GNN: Latency Prediction for Microservice-based Cloud-Native Applications via Graph Neural Networks
- Understanding and Optimizing Workloads for Unified Resource Management in Large Cloud Platforms
- Erms: Efficient Resource Management for Shared Microservices with SLA Guarantees
- Cloud Configuration Optimization for Recurring Batch-Processing Applications
- The Power of Prediction Microservice Auto Scaling via Workload Learning
- An In-Depth Study of Microservice Call Graph and Runtime Performance
- Multi Resource Scheduling with Task Cloning in Heterogeneous Clusters
- Characterizing Microservice Dependency and Performance: Alibaba Trace Analysis
- Optimal Job Scheduling with Resource Packing for Heterogeneous Servers