Compressing large neural networks : Algorithms, systems and scaling laws
E. Frantar, Compressing Large Neural Networksf: Algorithms, Systems and Scaling Laws, Institute of Science and Technology Austria, 2024.

Communication-efficient distributed training of deep neural networks : An algorithms and systems perspective
I. Markov, Communication-Efficient Distributed Training of Deep Neural Networksf: An Algorithms and Systems Perspective, Institute of Science and Technology Austria, 2024.

High-dimensional limits in artificial neural networks
A. Shevchenko, High-Dimensional Limits in Artificial Neural Networks, Institute of Science and Technology Austria, 2024.

Efficiency and generalization of sparse neural networks
A. Krumes, Efficiency and Generalization of Sparse Neural Networks, Institute of Science and Technology Austria, 2023.

On achieving scalability through relaxation
G. Nadiradze, On Achieving Scalability through Relaxation, Institute of Science and Technology Austria, 2021.