Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation

no code implementations • 2 Dec 2021 • Yeonsung Jung, Hajin Shim, June Yong Yang, Eunho Yang

Deep neural networks (DNNs), despite their impressive ability to generalize over-capacity networks, often rely heavily on malignant bias as shortcuts instead of task-related information for discriminative tasks.

Contrastive Learning Translation