1 code implementation • ICLR 2021 • Jang-Hyun Kim, Wonho Choo, Hosan Jeong, Hyun Oh Song
While deep neural networks show great performance on fitting to the training distribution, improving the networks' generalization performance to the test distribution and robustness to the sensitivity to input perturbations still remain as a challenge.
1 code implementation • ICML 2020 • Jang-Hyun Kim, Wonho Choo, Hyun Oh Song
While deep neural networks achieve great performance on fitting the training distribution, the learned networks are prone to overfitting and are susceptible to adversarial attacks.
Ranked #2 on Image Classification on Tiny-ImageNet