Learning Robust Models Using the Principle of Independent Causal Mechanisms

Author:

Müller Jens,Schmier Robert,Ardizzone Lynton,Rother Carsten,Köthe Ullrich

Publisher

Springer International Publishing

Reference39 articles.

1. Ardizzone, L., Lüth, C., Kruse, J., Rother, C., Köthe, U.: Guided image generation with conditional invertible neural networks. arXiv preprint arXiv:1907.02392 (2019)

2. Arjovsky, M., Bottou, L., Gulrajani, I., Lopez-Paz, D.: Invariant risk minimization. arXiv preprint arXiv:1907.02893 (2019)

3. Barber, D., Agakov, F.V.: The IM algorithm: a variational approach to information maximization. In: Advances in Neural Information Processing Systems (2003)

4. Bareinboim, E., Pearl, J.: Causal inference and the data-fusion problem. Proc. Natl. Acad. Sci. 113(27), 7345–7352 (2016)

5. Ben-David, S., Blitzer, J., Crammer, K., Pereira, F.: Analysis of representations for domain adaptation. In: Advances in Neural Information Processing Systems, pp. 137–144 (2007)

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