GL
Giulia Lanzillotta
cs.LGcs.AIcs.CVstat.ML
On Valency
published · living versionsW_phdsmpgb·v1 · currentpublished
Continual Concept Personalization in Diffusion Models via Residual-Space Adaptation
with Yuzhi Liu, Enis Simsar, Thomas Hofmann
1 version
Preprints & journals
8 papers in the corpus · 2023–2026Continual Concept Personalization in Diffusion Models via Residual-Space Adaptation2610.28567v1 · Yuzhi Liu, Enis Simsar, Giulia Lanzillotta et al.2026 · 0 citationsarXivon Valency
To Retain or to Adapt? Generalizing Continual Learning2607.05609v2 · Giulia Lanzillotta, Mandana Samiei, Doina Precup et al.2026 · 0 citationsTransactions on Machine Learning Research, 2026
When One Adapter Speaks for Many: Discovering Low-Rank Redundancy in Continual Fine-Tuning2606.28117v1 · Tanguy Dieudonn'e, Giulia Lanzillotta, Enis Simsar et al.2026 · 0 citationsarXiv
Revisiting Knowledge Distillation: The Hidden Role of Dataset Size2510.15516v1 · Giulia Lanzillotta, Felix Sarnthein, Gil Kur et al.2025 · 0 citationsarXiv
Barriers for Learning in an Evolving World: Mathematical Understanding of Loss of Plasticity2510.00304v3 · Amir Joudaki, Giulia Lanzillotta, Mohammad Samragh Razlighi et al.2025 · 0 citationsarXiv
Reactivation: Empirical NTK Dynamics Under Task Shifts2507.16039v2 · Yuzhi Liu, Zixuan Chen, Zirui Zhang et al.2025 · 0 citationsarXiv
Local vs Global continual learning2407.16611v1 · Giulia Lanzillotta, Sidak Pal Singh, Benjamin F. Grewe et al.2024 · 0 citationsarXiv
Towards guarantees for parameter isolation in continual learning2310.01165v1 · Giulia Lanzillotta, Sidak Pal Singh, Benjamin F. Grewe et al.2023 · 0 citationsarXiv
Career total: 11 works. 8 are in this corpus.
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