Structure by Architecture: Structured Representations without Regularization. - Felix Leeb; Giulia Lanzillotta; Yashas Annadani; Michel Besserve; Stefan Bauer; Bernhard Schölkopf (ICLR, 2023)

Towards guarantees for parameter isolation in continual learning. - Giulia Lanzillotta; Sidak Pal Singh; Benjamin F. Grewe; Thomas Hofmann 001 (CoRR, 2023)

Local vs Global continual learning. - Giulia Lanzillotta; Sidak Pal Singh; Benjamin F. Grewe; Thomas Hofmann 001 (CoLLAs, 2024)

The Importance of Being Lazy: Scaling Limits of Continual Learning. - Jacopo Graldi; Alessandro Breccia; Giulia Lanzillotta; Thomas Hofmann 001; Lorenzo Noci (CoRR, 2025)

Reactivation: Empirical NTK Dynamics Under Task Shifts. - Yuzhi Liu; Zixuan Chen; Zirui Zhang; Yufei Liu; Giulia Lanzillotta (CoRR, 2025)