Publications & talks

In this page you can give a quick glance at my published works. Most of them are in the context of Continual Deep Learning as you could have guessed from my research interests :)

Recent Works   |   Complete list of Publications   |   Invited Talks

Recent Works

This section may be outdated: click here for a more updated list!


Lorenzo Pellegrini, Gabriele Graffieti, Vincenzo Lomonaco, Davide Maltoni. Latent Replay for Real-Time Continual Learning. ArXiv pre-print arXiv:1912.01100, 2019.
arXiv pre-print ]


Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini. Fine-Grained Continual Learning. ArXiv pre-print arXiv:1907.03799, 2019.
arXiv pre-print ]


Qi She, Fan Feng, Xinyue Hao, Qihan Yang, Chuanlin Lan, Vincenzo Lomonaco, Xuesong Shi, Zhengwei Wang, Yao Guo, Yimin Zhang, Fei Qiao, Rosa H. M. Chan. OpenLORIS-Object: A Dataset and Benchmark Towards Lifelong Object Recognition. IEEE International Conference on Robotics and Automation (ICRA), 2020.
article | arXiv pre-print ]


Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni Continual Reinforcement Learning in 3D Non-stationary Environments. Continual Learning Workshop at CVPR, 2020.
article | arXiv pre-print ]


Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini Efficient Continual Learning in Neural Networks with Embedding Regularization. Elsevier Neurocomputing, Volume 397, 15 July 2020, Pages 139-148, 2020.
article | arXiv pre-print ]


Timothée Lesort, Vincenzo Lomonaco, Andrei Stoian, Davide Maltoni, David Filliat, Natalia Díaz-Rodríguez. Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges. Elsevier Information Fusion Journal, 2019.
article | arXiv pre-print ]


Vincenzo Lomonaco. Continual Learning with Deep Architectures. PhD Thesis, 2019.
PhD Thesis ]


Lomonaco Vincenzo, Diaz Rodriguez Natalia , Filliat David and Maltoni Davide. Don’t forget, there is more than forgetting: new metrics for Continual Learning. Continual Learning Workshop (NeurIPS 2018).
article | poster | slides ]


Maltoni Davide and Lomonaco Vincenzo. Continuous Learning in Single-Incremental-Task Scenarios, vol. 116, pp. 56-73, Neural Networks, 2019.
arXiv pre-print | article ]


Lomonaco Vincenzo and Maltoni Davide. CORe50: a New Dataset and Benchmark for Continuous Object Recongition. 1st Annual Conference on Robot Learning, 2017.
article | arXiv extended version | poster | video-presentation ]


Maltoni Davide and Lomonaco Vincenzo. Semi-supervised Tuning from Temporal Coherence. 23rd International Conference on Pattern Recognition, 2016.
article |  arXiv extended version | poster ]


Lomonaco Vincenzo and Maltoni Davide. Comparing Incremental Learning Strategies for Convolutional Neural Networks. IAPR Workshop on Artificial Neural Networks in Pattern Recognition. Springer International Publishing, 2016.
article | poster | slides | video-presentation ]


Complete list of Publications

Invited Talks


Continuous Unsupervised Training of Deep Architectures
Istituto Italiano di Tecnologia (IIT), Genova. 6th July 2017.
[slides]


Continuous Learning with Deep Architectures
Neurala, Boston. 25th March 2017.
[slides]


Continuous Learning with Deep Architectures
Autonomous System and Robotics, ENSTA ParisTech, Paris. 17th May 2018.
[slides]


Continual Learning with Deep Architectures
Computer VISIONers Conference, Kyiv, Ukraine. 6th October 2018.
[slides]


Open-Source Frameworks for Deep Learning: an Overview
Alma Mater Studiorum - University of Bologna, Cesena, Italy. 13th December 2018.
[slides]


Continual/Lifelong Learning with Deep Architectures
Workshop @ Data Science Milan, Milan, italy. 28th january 2019.
[slides]


Open-Source Frameworks for Deep Learning: an Overview
Data Science Bologna @ Musixmatch, Italy. 28th February 2019.
[slides]


Continual Reinforcement Learning in 3D Non-stationary Environments
Computational Science Lab @ UPF, Barcelona, Spain. 29th March 2019.
[slides]


Continual Lifelong Learning with Neural Networks
Tutorial @ INNSBDDL2019, Sestri Levante, Italy. 16th April 2019.
[slides]


Apprendimento Automatico Continuo per la Robotica e l'Intelligenza Artificiale
Codemotion Meetup @ AlmaCube, Bologna.. 4th July 2019.
[slides]


Continual Learning for Robotics
Istituto Italiano di Tecnologia (IIT), Genova. 9th September 2019.
[slides]


Continual Learning: Another Step Towards Truly Intelligent Machines
Numenta, Redwood City, California.. 16th September 2017.
[slides]