Recruitment Advertisement: There are graduate assistant openings (for prospective Ph.D. students only) in my group. Please contact me directly if you are interested in any one of my research areas, especially quantum computing.
Research Interests
- High-Performance/Parallel Computing
- Performance Modeling and Optimization of Parallel Large Model Training
- Accelerator-Based Serverless Computing for Deep Learning Inference
- Predictive Modeling of Resilient Streaming Events in Supercomputers
- Virtualization of Tensor Processing Units for AI Application Acceleration
- Quantum Computing Simulation on GPU Superclusters
- Auto-Tuning for High-Performance Computing Applications and Systems
- Scientific Workflow Optimization
- Machine/Deep Learning
- Efficient Traning of Large Language Models with Progressive Stacking
- Resource-Aware Neural Architecture Search for Scientific Data Analysis
- Distributed Systems
- Cloud Computing and Energy Efficiency in Big Data Processing
- Bandwidth Scheduling in Software-defined Networks
- Resource Allocation and Mobile Computing in Wireless Networks