Shiyan Zheng

Parameterized exact fair decision tree learning with small sensitive group regimes

Fairness-constrained tree learning is highly desirable for high-accountability settings; however, exact combinatorial optimization is often considered computationally impractical when fairness constraints are strictly enforced. While most existing fair classification methods rely...