1. Shortcut learning in deep neural networks;Geirhos;Nat. Mach. Intell.,2020
2. A survey on bias and fairness in machine learning;Mehrabi;ACM Comput. Surv. (CSUR),2021
3. Arjovsky, M., Bottou, L., Gulrajani, I., and Lopez-Paz, D. (2019). Invariant risk minimization. arXiv.
4. Arpit, D., Jastrzębski, S., Ballas, N., Krueger, D., Bengio, E., Kanwal, M.S., Maharaj, T., Fischer, A., Courville, A., and Bengio, Y. (2017, January 6–11). A closer look at memorization in deep networks. Proceedings of the International Conference on Machine Learning, PMLR, Sydney, NSW, Australia.
5. Sagawa, S., Koh, P.W., Hashimoto, T.B., and Liang, P. (2019). Distributionally robust neural networks for group shifts: On the importance of regularization for worst-case generalization. arXiv.