TILBench: A Systematic Benchmark for Tabular Imbalanced Learning Across Data Regimes

Imbalanced learning remains a fundamental challenge in tabular data applications. Despite decades of research and numerous proposed algorithms, a systematic empirical understanding of how different imbalanced learning methods behave across diverse data characteristics is still lacking. In particular...