About
Dingzhi Peng 彭定志
I am a researcher passionate about artificial intelligence and computational biology. My work focuses on leveraging machine learning to solve real-world problems.
Outside of research, I enjoy hiking, writing, and coffee brewing.
Outside of research, I enjoy hiking, writing, and coffee brewing.
Research Interests
Machine Learning Theory
Developing theoretical foundations for deep learning algorithms, with focus on generalization bounds and optimization landscapes
Deep Learning
Optimization
Generalization
PAC-Bayes
AI Safety and Alignment
Ensuring AI systems behave safely and in accordance with human values
AI Safety
Value Alignment
Robustness
Interpretability
Natural Language Processing
Building systems that can understand and generate human language
Language Models
Transformers
Multimodal AI
Reasoning
Featured Publications
Featured Projects
Next-Gen Sequencing Analysis Pipeline
current
2022 - Present
An automated pipeline for NGS data processing and variant calling optimized for large datasets.