Vincenzo Lomonaco

Associate Professor, Department of AI, Data and Decision Sciences, Luiss Guido Carli University

Joined

September 2020

Names

Vincenzo Lomonaco (Preferred)

Emails

****@unibo.it (Confirmed)

****@unipi.it (Confirmed)

****@luiss.it (Confirmed)

Personal Links

Career & Education History

Associate Professor

Department of AI, Data and Decision Sciences, Luiss Guido Carli University (luiss.it)

2025 – Present

Assistant Professor

Department of Computer Science, University of Pisa (unipi.it)

2020 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Davide Maltoni

2016 – 2019

Expertise

Continual Learning

2015 – Present

Deep Learning

2015 – Present

Machine Learning

2015 – Present

Publications

\textsc{PGO-BEN}: Proxy-Guided Orthogonalization and Beta Ensembling for Few-Shot Domain-Incremental Learning
Samrat Mukherjee, Thivyanth Venkateswaran, Eric Nuertey Coleman, Luigi Quarantiello, Julio Hurtado, Vincenzo Lomonaco, Gemma Roig, Subhasis Chaudhuri, Biplab Banerjee
- Accepted by TMLR
- Readers: Everyone
HAM: Hierachical Adapters Merging for Scalable Continual Learning
Eric Nuertey Coleman, Luigi Quarantiello, Samrat Mukherjee, Julio Hurtado, Vincenzo Lomonaco
- Submitted to ICLR 2026
- Readers: Everyone
Alignment, Convexity and Completeness: Mechanisms Behind GroupDRO
Alain Raymond, Nico Alvarado, Julio Hurtado, Vincenzo Lomonaco, Alvaro Soto
- Submitted to ICLR 2026
- Readers: Everyone
Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning
Elia Piccoli, Malio Li, Giacomo Carfi', Vincenzo Lomonaco, Davide Bacciu
- IBRL @ RLC 2025
- Readers: Everyone
Continual Learning Should Move Beyond Incremental Classification
Rupert Mitchell, Antonio Alliegro, Raffaello Camoriano, Dustin Carrión-Ojeda, Antonio Carta, Georgia Chalvatzaki, Nikhil Churamani, Carlo D'Eramo, Samin Hamidi, Robin Hesse, Fabian Hinder, Roshni Kamath, Vincenzo Lomonaco, Subarnaduti Paul, Francesca Pistilli, Tinne Tuytelaars, Gido M. van de Ven, Kristian Kersting, Simone Schaub-Meyer, Martin Mundt
- CoRR 2025
- Readers: Everyone
Position: Continual Learning Should Move Beyond Incremental Classification
Rupert Mitchell, Antonio Alliegro, Raffaello Camoriano, Dustin Carrión-Ojeda, Antonio Carta, Georgia Chalvatzaki, Nikhil Churamani, Carlo D'Eramo, Samin Hamidi, Robin Hesse, Fabian Hinder, Roshni Ramanna Kamath, Vincenzo Lomonaco, Subarnaduti Paul, Francesca Pistilli, Tinne Tuytelaars, Gido M van de Ven, Kristian Kersting, Simone Schaub-Meyer, Martin Mundt
- Submitted to ICML 2025 Position Paper Track
- Readers: Everyone
Continual learning in the presence of repetition
Hamed Hemati, Lorenzo Pellegrini, Xiaotian Duan, Zixuan Zhao, Fangfang Xia, Marc Masana, Benedikt Tscheschner, Eduardo E. Veas, Yuxiang Zheng, Shiji Zhao, Shao-Yuan Li, Sheng-Jun Huang, Vincenzo Lomonaco, Gido M. van de Ven
- Neural Networks 2025
- Readers: Everyone
Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum
Lanpei Li, Jack Bell, Massimo Coppola, Vincenzo Lomonaco
- CoRR 2025
- Readers: Everyone
Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments
Federico Giannini, Giacomo Ziffer, Andrea Cossu, Vincenzo Lomonaco
- IEEE Intell. Syst. 2024
- Readers: Everyone
Adaptive LoRA Merging for Efficient Domain Incremental Learning
Eric Nuertey Coleman, Luigi Quarantiello, Julio Hurtado, Vincenzo Lomonaco
- AFM 2024 Poster
- Readers: Everyone

View all 130 publications

Co-Authors

View all 267 co-authors