GradVis: Visualization and Second Order Analysis of Optimization Surfaces during the Training of Deep Neural Networks. - Avraam Chatzimichailidis; Janis Keuper; Franz-Josef Pfreundt; Nicolas R. Gauger (MLHPC@SC, 2019)

ProxSGD: Training Structured Neural Networks under Regularization and Constraints. - Yang Yang 033; Yaxiong Yuan; Avraam Chatzimichailidis; Ruud J. G. van Sloun; Lei Lei 001; Symeon Chatzinotas (ICLR, 2020)

MSM: Multi-stage Multicuts for Scalable Image Clustering. - Kalun Ho; Avraam Chatzimichailidis; Margret Keuper; Janis Keuper (ISC Workshops, 2021)

Combating Mode Collapse in GAN Training: An Empirical Analysis using Hessian Eigenvalues. - Ricard Durall; Avraam Chatzimichailidis; Peter Labus; Janis Keuper (VISIGRAPP (4: VISAPP), 2021)

Alternative Optimization Methods for Training of Large Deep Neural Networks. - Avraam Chatzimichailidis (2023)