Multilevel Optimization for Generative Models, Games and Robotics

I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Wade-Farley, S. Ozair, A. Courville, Y. Bengio (2014) … T. Karras, T. Aila, S. Laine, J. Lehtinen (2018) … GANs are Poor at Matching Statistics of True Distribution … D. Ackley, G. Hinton and T. Sejnowski (1985) … A. van den Oord, N. Kalchbrenner and K. Kavukcuoglu (2016) … L. Dinh, J. Sohl-Dickstein and S. Bengio (2017) … P. Dayan, G. Hinton, R. Neal and R. Zemel (1995) … I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Wade-Farley, S. Ozair, A. Courville, Y. Bengio (2014) … I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Wade-Farley, S. Ozair, A. Courville, Y. Bengio (2014) … • Also appears under the name “two time scale optimization” … • Naturally arises in adversarial settings in operations research (B. Colson … • Appearance of parameters in both problems couples solutions … • NP-Hard even for bilevel linear programming (P. Hansen, B. Jaumard