4 papers
Offline-Poly: A Polyhedral Framework For Offline 3D Multi-Object Tracking
Xiaoyu Li, Yitao Wu, Xian Wu +3
Offline 3D multi-object tracking (MOT) is a critical component of the 4D auto-labeling (4DAL) process. It enhances pseudo-labels generated by high-performance detectors through the…
Combating Toxic Language: A Review of LLM-Based Strategies for Software Engineering
Hao Zhuo, Yicheng Yang, Kewen Peng
Large Language Models (LLMs) have become integral to Software Engineering (SE), increasingly used in development workflows. However, their widespread adoption raises concerns about…
Whence Is A Model Fair? Fixing Fairness Bugs via Propensity Score Matching
Kewen Peng, Yicheng Yang, Hao Zhuo
Fairness-aware learning aims to mitigate discrimination against specific protected social groups (e.g., those categorized by gender, ethnicity, age) while minimizing predictive per…
Software Engineering Principles for Fairer Systems: Experiments with GroupCART
Kewen Peng, Hao Zhuo, Yicheng Yang +1
Discrimination-aware classification aims to make accurate predictions while satisfying fairness constraints. Traditional decision tree learners typically optimize for information g…