Projects

Data Labeling and Cleaning

iFlipper: Label Flipping for Individual Fairness (ACM SIGMOD '23)
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach (DEEM@ACM SIGMOD '19)

Data Acquisition

Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models (ACM SIGMOD '21)

Model Understanding

Automated Data Slicing for Model Validation: A Big data - AI Integration Approach (IEEE TKDE '19)
Slice Finder: Automated Data Slicing for Model Validation (IEEE ICDE '19)

Responsible AI Challenges

Responsible AI Challenges in End-to-end Machine Learning (IEEE Data Engineering Bulletin '21)