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Vincenzo Lomonaco
Vincenzo Lomonaco
Tenure-Track Researcher @ Unipi, Founder @ ContinualAI.org, Founder & CEO @ ContinualIST.com
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Titlu
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Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges
T Lesort, V Lomonaco, A Stoian, D Maltoni, D Filliat, N Díaz-Rodríguez
Information Fusion 58, 52-68, 2020
6222020
CORe50: a new Dataset and Benchmark for Continuous Object Recognition
V Lomonaco, D Maltoni
Conference on Robot Learning (CoRL), pp. 17-26, 2017
6112017
Continuous Learning in Single-Incremental-Task Scenarios
D Maltoni, V Lomonaco
Elsevier Neural Networks Journal, 2019
4182019
Avalanche: an End-to-End Library for Continual Learning
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ...
Continual Learning in Computer Vision Workshop at CVPR2021, 2021
2252021
Latent Replay for Real-Time Continual Learning
L Pellegrini, G Graffieti, V Lomonaco, D Maltoni
International Conference on Intelligent Robots and Systems (IROS), 2020, 2019
211*2019
Don't Forget, There is More than Forgetting: new Metrics for Continual Learning
N Díaz-Rodríguez, V Lomonaco, D Filliat, D Maltoni
Continual Learning Workshop at NeurIPS 2018, pp. 1-7, 2018
1992018
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation
A Cossu, A Carta, V Lomonaco, D Bacciu
Elsevier Neural Networks Journal, 2021, 2021
1282021
Custom Dual Transportation Mode Detection by Smartphone Devices Exploiting Sensor Diversity
C Carpineti, V Lomonaco, L Bedogni, M Di Felice, L Bononi
2018 IEEE International Conference on Pervasive Computing and Communications …, 2018
952018
OpenLORIS-Object: A Dataset and Benchmark Towards Lifelong Object Recognition
Q She, F Feng, X Hao, Q Yang, C Lan, V Lomonaco, X Shi, Z Wang, ...
International Conference on Robotics and Automation (ICRA), 2020, 2019
90*2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches
V Lomonaco, D Maltoni, L Pellegrini
Continual Learning Workshop at CVPR2020, 2019
822019
Continual Pre-training Mitigates Forgetting in Language and Vision
A Cossu, T Tuytelaars, A Carta, L Passaro, V Lomonaco, D Bacciu
Elsevier Neural Networks Journal, 2024, 2024
672024
Efficient Continual Learning in Neural Networks with Embedding Regularization
J Pomponi, S Scardapane, V Lomonaco, A Uncini
Neurocomputing, 2020, 2020
632020
CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions
V Lomonaco, L Pellegrini, P Rodriguez, M Caccia, Q She, Y Chen, ...
Elsevier Artificial Intelligence Journal, 2020
622020
Continual Reinforcement Learning in 3D Non-stationary Environments
V Lomonaco, K Desai, E Culurciello, D Maltoni
Continual Learning Workshop at CVPR2020, 2019
512019
Distilled Replay: Overcoming Forgetting through Synthetic Samples
A Rosasco, A Carta, A Cossu, V Lomonaco, D Bacciu
IJCAI Workshop on Continual Semi-Supervised Learning, 2021, 2021
502021
Comparing Incremental Learning Strategies for Convolutional Neural Networks
V Lomonaco, D Maltoni
IAPR Workshop on Artificial Neural Networks in Pattern Recognition, 175-184, 2016
422016
Continual Learning for Predictive Maintenance: Overview and Challenges
J Hurtado, D Salvati, R Semola, M Bosio, V Lomonaco
Intelligent Systems with Applications, 200251, 2023
412023
Online Continual Learning on Sequences
GI Parisi, V Lomonaco
Studies in Computational Intelligence, 2020
412020
Continual learning: Applications and the Road Forward
E Verwimp, S Ben-David, M Bethge, A Cossu, A Gepperth, TL Hayes, ...
Transactions on Machine Learning Research (TMLR), 2023
372023
The Future of Ethics in AI: Challenges and Opportunities
A Trotta, M Ziosi, V Lomonaco
Springer AI & Society Journal, 1-3, 2023
362023
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