Length independent PAC-Bayes bounds for Simple RNNs. - Volodimir Mitarchuk; Clara Lacroce; Rémi Eyraud; Rémi Emonet; Amaury Habrard; Guillaume Rabusseau (AISTATS, 2024)

On the theoretical limit of gradient descent for Simple Recurrent Neural Networks with finite precision. - Volodimir Mitarchuk; Rémi Emonet; Rémi Eyraud; Amaury Habrard (Trans. Mach. Learn. Res., 2024)

Saturation in Recurrent Neural Networks: Expressivity, Learnability, and Generalization. (Saturation dans les Réseaux de Neurones Récurrents: Expressivité, Apprenabilité et Généralisation). - Volodimir Mitarchuk (2025)