I studied Computer Science at Yuan Ze University and am an M.S. student in Computer Science at NYCU, on a one-year leave. I work where AI security, computer vision and vision-language models meet, and I like turning research questions into reproducible tools: every claim should come with the evidence to check it.
- 🛡️ AI & multimodal security · robustness of multimodal AI · adversarial and failure-mode analysis · content integrity · auditable evaluation
- 👁️ Vision & multimodal intelligence · computer vision and VLMs · multimodal reasoning and memory · evaluation under real-world uncertainty · reproducible failure analysis
- ✍️ Preparing submissions to CVPR, ICCV and COLM 2027.
- 🚀 Taiwan Exam, an Agent Skill for original GSAT practice exams, public since 28 September 2026.
- 🌙 Built LumiGrid for NTIRE 2025 low-light enhancement: +8.1 dB over the course pipeline it started from.
- 🐾 Running niansia.com, a terminal-style portfolio where Yuki, a cat-eared guide, answers questions with an in-browser model.
All 11 projects and live demos →
If you work on AI security, CV / VLM reasoning, trustworthy ML, reproducibility or research tooling, I'd love to hear from you: reading papers together, reproducing a result, designing a benchmark, or turning a rough idea into a prototype that can be checked.
📮 niansia930202@gmail.com · I read every mail, even when I can't reply right away. (=^･ω･^=)
