My research interest mainly focuses on developing lifelong and meta-cognitive al gorithms for tackling practical challenges in deploying on-device artificial general
intelligence system to various real-world application domains. I’ve been focusing on bridging my research experience to relevant research areas, such as open-world
problems, online/streaming learning, reinforcement learning, multimodal, and language
models. I currently focus on the following topics:
Lifelong Machine learning: Online Learning, Continual Learning
Collective Machine Intelligence: On-device Learning, Federated Learning
Learning with incomplete data: Un-/Self-supervised Learning, Coreset Selection
Low-resource learning: Network Compression, Quantization