Research
I am now a Postdoctoral Research Fellow at Macquarie University. My research topic is Deep Probabilistic Generative Models, including diffusion models and LLMs, from both theoretical and model design perspectives, as well as their applications across different modalities and real-world scenarios.
| Deep Probabilistic Generative Models | ||
|---|---|---|
| Settings | Tasks | Models |
| Few-shot Learning (2018-2021) Meta-Learning (2018-2021) | Disentanglement (2021-) Time-series Anomaly Detection (2023-) One-step Generation (2025-) Video-Editing (2025-) RLHF (2026-) | VAE (2021-) Diffusion Models (2023-) Bayesian Flow Network (2024-) Flow Matching (2025-) Sparse Autoencoder (2026-) |
Please refer to my publications for the full list of my research papers.
Teaching
Professional Services
- Proceedings Chair in PAKDD 2025
- Special Track Chair in BESC 2025
- Special Track Chair in BESC 2026