Guangtao Zheng

Improving Group Robustness on Spurious Correlation via Evidential Alignment

Deep neural networks often learn and rely on spurious correlations, i.e., superficial associations between non-causal features and the targets. For instance, an image classifier may identify camels based on the desert backgrounds. While it can yield high overall accuracy during training, it degrades generalization on m...