On the Expected Complexity of Maxout Networks. - Hanna Tseran; Guido Montúfar (NeurIPS, 2021)

Expected Gradients of Maxout Networks and Consequences to Parameter Initialization. - Hanna Tseran; Guido Montúfar (ICML, 2023)

Expected Complexity and Gradients of Deep Maxout Neural Networks and Implications to Parameter Initialization - Hanna Tseran (2023)

Mildly Overparameterized ReLU Networks Have a Favorable Loss Landscape. - Kedar Karhadkar; Michael Murray; Hanna Tseran; Guido Montúfar (Trans. Mach. Learn. Res., 2024)