Vincenzo Lomonaco

132 papers A* 1A 2B 5C 3Misc 1Journal 90Unranked 27
YearRankTypeTitle / Venue / Authors
2026 J jnl
Book your room in the Turing Hotel! A symmetric and distributed Turing Test with multiple AIs and humans.
CoRR
Christian Di Maio, Tommaso Guidi, Luigi Quarantiello, Jack Bell, Marco Gori, Stefano Melacci, Vincenzo Lomonaco
2026 J jnl
Modular Memory is the Key to Continual Learning Agents.
CoRR
Vaggelis Dorovatas, Malte Schwerin, Andrew D. Bagdanov, Lucas Caccia, Antonio Carta, Laurent Charlin, Barbara Hammer, Tyler L. Hayes, Timm Hess, Christopher Kanan, Dhireesha Kudithipudi, Xialei Liu, Vincenzo Lomonaco, Jorge Mendez-Mendez, Darshan Patil, Ameya Prabhu, Elisa Ricci, Tinne Tuytelaars, Gido M. van de Ven, Liyuan Wang, Joost van de Weijer, Jonghyun Choi, Martin Mundt, Rahaf Aljundi
2026 J jnl
Reinforcement Learning-Based Dynamic Management of Structured Parallel Farm Skeletons on Serverless Platforms.
CoRR
Lanpei Li, Massimo Coppola, Malio Li, Valerio Besozzi, Jack Bell, Vincenzo Lomonaco
2026 J jnl
Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments.
CoRR
Federico Giannini, Giacomo Ziffer, Andrea Cossu, Vincenzo Lomonaco
2026 J jnl
\textsc{PGO-BEN}: Proxy-Guided Orthogonalization and Beta Ensembling for Few-Shot Domain-Incremental Learning.
Trans. Mach. Learn. Res.
Samrat Mukherjee, Thivyanth Venkateswaran, Eric Nuertey Coleman, Luigi Quarantiello, Julio Hurtado, Vincenzo Lomonaco, Gemma Roig, Subhasis Chaudhuri, Biplab Banerjee
2025 J jnl
A Compositional Paradigm for Foundation Models: Towards Smarter Robotic Agents.
CoRR
Luigi Quarantiello, Elia Piccoli, Jack Bell, Malio Li, Giacomo Carfì, Eric Nuertey Coleman, Gerlando Gramaglia, Lanpei Li, Mauro Madeddu, Irene Testa, Vincenzo Lomonaco
2025 C conf
Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum.
PDP
Lanpei Li, Jack Bell, Massimo Coppola, Vincenzo Lomonaco
2025 J jnl
Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum.
CoRR
Lanpei Li, Jack Bell, Massimo Coppola, Vincenzo Lomonaco
2025 J jnl
Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning.
CoRR
Elia Piccoli, Malio Li, Giacomo Carfì, Vincenzo Lomonaco, Davide Bacciu
2025 J jnl
Continual Learning Should Move Beyond Incremental Classification.
CoRR
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
2025 J jnl
Continual learning in the presence of repetition.
Neural Networks
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
2025 J jnl
Continually learn to map visual concepts to language models in resource-constrained environments.
Neurocomputing
Clea Rebillard, Julio Hurtado, Andrii Krutsylo, Lucia C. Passaro, Vincenzo Lomonaco
2025 C conf
Direct Feedback Alignment for Recurrent Neural Networks.
ISC
Sara Folchini, Andrea Cossu, Andrea Ceni, Vincenzo Lomonaco, Davide Bacciu, Claudio Gallicchio
2025 J jnl
HAM: Hierarchical Adapter Merging for Scalable Continual Learning.
CoRR
Eric Nuertey Coleman, Luigi Quarantiello, Samrat Mukherjee, Julio Hurtado, Vincenzo Lomonaco
2025 J jnl
Misinformation mitigation in online social networks using continual learning with graph neural networks.
Online Soc. Networks Media
Hichem Merini, Adil Imad Eddine Hosni, Kadda Beghdad Bey, Vincenzo Lomonaco, Marco Podda, Islam Baira
2025 J jnl
Parameter-Efficient Continual Fine-Tuning: A Survey.
CoRR
Eric Nuertey Coleman, Luigi Quarantiello, Ziyue Liu, Qinwen Yang, Samrat Mukherjee, Julio Hurtado, Vincenzo Lomonaco
2025 J jnl
Task-Agnostic Experts Composition for Continual Learning.
CoRR
Luigi Quarantiello, Andrea Cossu, Vincenzo Lomonaco
2025 J jnl
The Future of Continual Learning in the Era of Foundation Models: Three Key Directions.
CoRR
Jack Bell, Luigi Quarantiello, Eric Nuertey Coleman, Lanpei Li, Malio Li, Mauro Madeddu, Elia Piccoli, Vincenzo Lomonaco
2024 J jnl
Adaptive Hyperparameter Optimization for Continual Learning Scenarios.
CoRR
Rudy Semola, Julio Hurtado, Vincenzo Lomonaco, Davide Bacciu
2024 — conf
Calibration of Continual Learning Models.
CVPR Workshops
Lanpei Li, Elia Piccoli, Andrea Cossu, Davide Bacciu, Vincenzo Lomonaco
2024 J jnl
Calibration of Continual Learning Models.
CoRR
Lanpei Li, Elia Piccoli, Andrea Cossu, Davide Bacciu, Vincenzo Lomonaco
2024 — ed.
Conference on Lifelong Learning Agents, 29-1 August 2024, University of Pisa, Pisa, Italy.
CoLLAs
Vincenzo Lomonaco, Stefano Melacci, Tinne Tuytelaars, Sarath Chandar, Razvan Pascanu
2024 J jnl
Continual Learning in the Presence of Repetition.
CoRR
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
2024 J jnl
Continual Learning: Applications and the Road Forward.
Trans. Mach. Learn. Res.
Eli Verwimp, Rahaf Aljundi, Shai Ben-David, Matthias Bethge, Andrea Cossu, Alexander Gepperth, Tyler L. Hayes, Eyke Hüllermeier, Christopher Kanan, Dhireesha Kudithipudi, Christoph H. Lampert, Martin Mundt, Razvan Pascanu, Adrian Popescu, Andreas S. Tolias, Joost van de Weijer, Bing Liu, Vincenzo Lomonaco, Tinne Tuytelaars, Gido M. van de Ven
2024 — conf
Continual Policy Distillation of Reinforcement Learning-based Controllers for Soft Robotic In-Hand Manipulation.
RoboSoft
Lanpei Li, Enrico Donato, Vincenzo Lomonaco, Egidio Falotico
2024 J jnl
Continual Policy Distillation of Reinforcement Learning-based Controllers for Soft Robotic In-Hand Manipulation.
CoRR
Lanpei Li, Enrico Donato, Vincenzo Lomonaco, Egidio Falotico
2024 J jnl
Continual pre-training mitigates forgetting in language and vision.
Neural Networks
Andrea Cossu, Antonio Carta, Lucia C. Passaro, Vincenzo Lomonaco, Tinne Tuytelaars, Davide Bacciu
2024 J jnl
Continually Learn to Map Visual Concepts to Large Language Models in Resource-constrained Environments.
CoRR
Clea Rebillard, Julio Hurtado, Andrii Krutsylo, Lucia C. Passaro, Vincenzo Lomonaco
2024 J jnl
Deep continual learning for medical call incidents text classification under the presence of dataset shifts.
Comput. Biol. Medicine
Pablo Ferri, Vincenzo Lomonaco, Lucia C. Passaro, Antonio Felix de Castro, Purificación Sánchez-Cuesta, Carlos Sáez, Juan M. García-Gómez
2024 — conf
EMERGE - Emergent Awareness from Minimal Collectives.
ERF (1)
Davide Bacciu, Vincenzo Ambriola, Bahador Bahrami, Andrea Ceni, Andrea Cossu, Valerio De Caro, Cosimo Della Santina, Ophelia Deroy, Claudio Gallicchio, Riccardo Guidotti, Sabine Hauert, Simon Jones, Jurgis Karpus, Suet Lee, Jingyue Liu, Vincenzo Lomonaco, Nadine Meertens, Emma Milner, Anna Monreale, Renan Picoreti Nakahara, Mariano Ramírez Montero, Ebrahim Shahabi, Maximilian Stölzle
2024 C conf
I Know How: Combining Prior Policies to Solve New Tasks.
CoG
Malio Li, Elia Piccoli, Vincenzo Lomonaco, Davide Bacciu
2024 J jnl
I Know How: Combining Prior Policies to Solve New Tasks.
CoRR
Malio Li, Elia Piccoli, Vincenzo Lomonaco, Davide Bacciu
2024 — conf
In-Context Interference In Chat-Based Large Language Models.
ERF (1)
Eric Nuertey Coleman, Julio Hurtado, Vincenzo Lomonaco
2024 J jnl
LuckyMera: a modular AI framework for building hybrid NetHack agents.
Intelligenza Artificiale
Luigi Quarantiello, Simone Marzeddu, Antonio Guzzi, Vincenzo Lomonaco
2024 J jnl
Projected Latent Distillation for Data-Agnostic Consolidation in distributed continual learning.
Neurocomputing
Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu, Joost van de Weijer
2024 J jnl
Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments.
IEEE Intell. Syst.
Federico Giannini, Giacomo Ziffer, Andrea Cossu, Vincenzo Lomonaco
2024 A conf
TEACHING Platform for Human-Centric Autonomous Applications: Design and Overview.
HPDC
Valerio De Caro, Christos Chronis, Massimo Coppola, Vincenzo Lomonaco, Claudio Gallicchio, Konstantinos Tserpes, Davide Bacciu
2024 B conf
Towards Deep Continual Workspace Monitoring: Performance Evaluation of CL Strategies for Object Detection in Working Sites.
ESANN
Asli Çelik, Oguzhan Urhan, Andrea Cossu, Vincenzo Lomonaco
2023 — conf
A Comprehensive Empirical Evaluation on Online Continual Learning.
ICCV (Workshops)
Albin Soutif-Cormerais, Antonio Carta, Andrea Cossu, Julio Hurtado, Vincenzo Lomonaco, Joost van de Weijer, Hamed Hemati
2023 J jnl
A Comprehensive Empirical Evaluation on Online Continual Learning.
CoRR
Albin Soutif-Cormerais, Antonio Carta, Andrea Cossu, Julio Hurtado, Vincenzo Lomonaco, Joost van de Weijer, Hamed Hemati
2023 J jnl
A weakly supervised approach for recycling code recognition.
Expert Syst. Appl.
Lorenzo Pellegrini, Davide Maltoni, Gabriele Graffieti, Vincenzo Lomonaco, Lisa Mazzini, Marco Mondardini, Milena Zappoli
2023 — conf
AI-Toolkit: A Microservices Architecture for Low-Code Decentralized Machine Intelligence.
ICASSP Workshops
Vincenzo Lomonaco, Valerio De Caro, Claudio Gallicchio, Antonio Carta, Christos Sardianos, Iraklis Varlamis, Konstantinos Tserpes, Massimo Coppola, Mina Marmpena, Sevasti Politi, Erwin Schoitsch, Davide Bacciu
2023 — conf
Adaptive Hyperparameter Optimization for Continual Learning Scenarios.
CLAI Unconf
Rudy Semola, Julio Hurtado, Vincenzo Lomonaco, Davide Bacciu
2023 J jnl
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning.
CoRR
Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni
2023 J jnl
Avalanche: A PyTorch Library for Deep Continual Learning.
CoRR
Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco
2023 J jnl
Avalanche: A PyTorch Library for Deep Continual Learning.
J. Mach. Learn. Res.
Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco
2023 — conf
Class-Incremental Learning with Repetition.
CoLLAs
Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth
2023 J jnl
Class-Incremental Learning with Repetition.
CoRR
Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth
2023 J jnl
Continual Learning for Predictive Maintenance: Overview and Challenges.
CoRR
Julio Hurtado, Dario Salvati, Rudy Semola, Mattia Bosio, Vincenzo Lomonaco
2023 J jnl
Continual Learning: Applications and the Road Forward.
CoRR
Eli Verwimp, Rahaf Aljundi, Shai Ben-David, Matthias Bethge, Andrea Cossu, Alexander Gepperth, Tyler L. Hayes, Eyke Hüllermeier, Christopher Kanan, Dhireesha Kudithipudi, Christoph H. Lampert, Martin Mundt, Razvan Pascanu, Adrian Popescu, Andreas S. Tolias, Joost van de Weijer, Bing Liu, Vincenzo Lomonaco, Tinne Tuytelaars, Gido M. van de Ven
2023 J jnl
Continual learning for predictive maintenance: Overview and challenges.
Intell. Syst. Appl.
Julio Hurtado, Dario Salvati, Rudy Semola, Mattia Bosio, Vincenzo Lomonaco
2023 J jnl
Deep Continual Learning (Dagstuhl Seminar 23122).
Dagstuhl Reports
Tinne Tuytelaars, Bing Liu, Vincenzo Lomonaco, Gido van de Ven, Andrea Cossu
2023 J jnl
Design Principles for Lifelong Learning AI Accelerators.
CoRR
Dhireesha Kudithipudi, Anurag Reddy Daram, Abdullah M. Zyarah, Fatima Tuz Zohora, James B. Aimone, Angel Yanguas-Gil, Nicholas Soures, Emre Neftci, Matthew Mattina, Vincenzo Lomonaco, Clare D. Thiem, Benjamin R. Epstein
2023 J jnl
Generative negative replay for continual learning.
Neural Networks
Gabriele Graffieti, Davide Maltoni, Lorenzo Pellegrini, Vincenzo Lomonaco
2023 J jnl
In-context Interference in Chat-based Large Language Models.
CoRR
Eric Nuertey Coleman, Julio Hurtado, Vincenzo Lomonaco
2023 J jnl
LuckyMera: a Modular AI Framework for Building Hybrid NetHack Agents.
CoRR
Luigi Quarantiello, Simone Marzeddu, Antonio Guzzi, Vincenzo Lomonaco
2023 — conf
Memory Population in Continual Learning via Outlier Elimination.
ICCV (Workshops)
Julio Hurtado, Alain Raymond-Saez, Vladimir Araujo, Vincenzo Lomonaco, Alvaro Soto, Davide Bacciu
2023 — conf
Partial Hypernetworks for Continual Learning.
CoLLAs
Hamed Hemati, Vincenzo Lomonaco, Davide Bacciu, Damian Borth
2023 J jnl
Partial Hypernetworks for Continual Learning.
CoRR
Hamed Hemati, Vincenzo Lomonaco, Davide Bacciu, Damian Borth
2023 — conf
Prediction of Driver's Stress Affection in Simulated Autonomous Driving Scenarios.
ICASSP Workshops
Valerio De Caro, Herbert Danzinger, Claudio Gallicchio, Clemens Könczöl, Vincenzo Lomonaco, Mina Marmpena, Sevasti Politi, Omar Veledar, Davide Bacciu
2023 J jnl
Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning.
CoRR
Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu, Joost van de Weijer
2023 J jnl
Studying Generalization on Memory-Based Methods in Continual Learning.
CoRR
Felipe del Río, Julio Hurtado, Cristian Buc, Alvaro Soto, Vincenzo Lomonaco
2023 J jnl
The future of ethics in AI: challenges and opportunities.
AI Soc.
Angelo Trotta, Marta Ziosi, Vincenzo Lomonaco
2022 J jnl
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding.
CoRR
Lorenzo Pellegrini, Chenchen Zhu, Fanyi Xiao, Zhicheng Yan, Antonio Carta, Matthias De Lange, Vincenzo Lomonaco, Roshan Sumbaly, Pau Rodríguez, David Vázquez
2022 — conf
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving.
PerCom Workshops
Valerio De Caro, Saira Bano, Achilles Machumilane, Alberto Gotta, Pietro Cassarà, Antonio Carta, Rudy Semola, Christos Sardianos, Christos Chronis, Iraklis Varlamis, Konstantinos Tserpes, Vincenzo Lomonaco, Claudio Gallicchio, Davide Bacciu
2022 J jnl
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving.
CoRR
Valerio De Caro, Saira Bano, Achilles Machumilane, Alberto Gotta, Pietro Cassarà, Antonio Carta, Rudy Semola, Christos Sardianos, Christos Chronis, Iraklis Varlamis, Konstantinos Tserpes, Vincenzo Lomonaco, Claudio Gallicchio, Davide Bacciu
2022 — conf
Avalanche RL: A Continual Reinforcement Learning Library.
ICIAP (1)
Nicolò Lucchesi, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu
2022 J jnl
Avalanche RL: a Continual Reinforcement Learning Library.
CoRR
Nicolò Lucchesi, Antonio Carta, Vincenzo Lomonaco
2022 J jnl
CVPR 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions.
Artif. Intell.
Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodríguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vázquez, German Ignacio Parisi, Nikhil Churamani, Marc Pickett, Issam H. Laradji, Davide Maltoni
2022 B conf
Continual Learning for Human State Monitoring.
ESANN
Federico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu
2022 J jnl
Continual Learning for Human State Monitoring.
CoRR
Federico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu
2022 J jnl
Continual Pre-Training Mitigates Forgetting in Language and Vision.
CoRR
Andrea Cossu, Tinne Tuytelaars, Antonio Carta, Lucia C. Passaro, Vincenzo Lomonaco, Davide Bacciu
2022 — ed.
Continual Semi-Supervised Learning - First International Workshop, CSSL 2021, Virtual Event, August 19-20, 2021, Revised Selected Papers
CSSL
Fabio Cuzzolin, Kevin Cannons, Vincenzo Lomonaco
2022 — conf
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models.
CI4PM/PAI@WCCI
Rudy Semola, Vincenzo Lomonaco, Davide Bacciu
2022 J jnl
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models.
CoRR
Rudy Semola, Vincenzo Lomonaco, Davide Bacciu
2022 — conf
Ex-Model: Continual Learning from a Stream of Trained Models.
CVPR Workshops
Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu
2022 J jnl
Generative Negative Replay for Continual Learning.
CoRR
Gabriele Graffieti, Davide Maltoni, Lorenzo Pellegrini, Vincenzo Lomonaco
2022 J jnl
Is Class-Incremental Enough for Continual Learning?
Frontiers Artif. Intell.
Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco
2022 J jnl
It's all About Consistency: A Study on Memory Composition for Replay-Based Methods in Continual Learning.
CoRR
Julio Hurtado, Alain Raymond-Saez, Vladimir Araujo, Vincenzo Lomonaco, Davide Bacciu
2022 — conf
Practical Recommendations for Replay-Based Continual Learning Methods.
ICIAP Workshops
Gabriele Merlin, Vincenzo Lomonaco, Andrea Cossu, Antonio Carta, Davide Bacciu
2022 J jnl
Practical Recommendations for Replay-based Continual Learning Methods.
CoRR
Gabriele Merlin, Vincenzo Lomonaco, Andrea Cossu, Antonio Carta, Davide Bacciu
2022 J jnl
Towards lifelong object recognition: A dataset and benchmark.
Pattern Recognit.
Chuanlin Lan, Fan Feng, Qi Liu, Qi She, Qihan Yang, Xinyue Hao, Ivan Mashkin, Ka Shun Kei, Dong Qiang, Vincenzo Lomonaco, Xuesong Shi, Zhengwei Wang, Yao Guo, Yimin Zhang, Fei Qiao, Rosa H. M. Chan
2021 — conf
Avalanche: An End-to-End Library for Continual Learning.
CVPR Workshops
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland W. Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German Ignacio Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
2021 J jnl
Avalanche: an End-to-End Library for Continual Learning.
CoRR
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland W. Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German Ignacio Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
2021 B conf
Continual Learning at the Edge: Real-Time Training on Smartphone Devices.
ESANN
Lorenzo Pellegrini, Vincenzo Lomonaco, Gabriele Graffieti, Davide Maltoni
2021 J jnl
Continual Learning at the Edge: Real-Time Training on Smartphone Devices.
CoRR
Lorenzo Pellegrini, Vincenzo Lomonaco, Gabriele Graffieti, Davide Maltoni
2021 J jnl
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation.
CoRR
Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu
2021 B conf
Continual Learning with Echo State Networks.
ESANN
Andrea Cossu, Davide Bacciu, Antonio Carta, Claudio Gallicchio, Vincenzo Lomonaco
2021 J jnl
Continual Learning with Echo State Networks.
CoRR
Andrea Cossu, Davide Bacciu, Antonio Carta, Claudio Gallicchio, Vincenzo Lomonaco
2021 J jnl
Continual learning for recurrent neural networks: An empirical evaluation.
Neural Networks
Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu
2021 — conf
Distilled Replay: Overcoming Forgetting Through Synthetic Samples.
CSSL
Andrea Rosasco, Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu
2021 J jnl
Distilled Replay: Overcoming Forgetting through Synthetic Samples.
CoRR
Andrea Rosasco, Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu
2021 J jnl
Ex-Model: Continual Learning from a Stream of Trained Models.
CoRR
Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu
2021 — conf
International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines.
CSSL
Ajmal Shahbaz, Salman Khan, Mohammad Asiful Hossain, Vincenzo Lomonaco, Kevin Cannons, Zhan Xu, Fabio Cuzzolin
2021 J jnl
International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines.
CoRR
Ajmal Shahbaz, Salman Khan, Mohammad Asiful Hossain, Vincenzo Lomonaco, Kevin Cannons, Zhan Xu, Fabio Cuzzolin
2021 J jnl
Is Class-Incremental Enough for Continual Learning?
CoRR
Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco
2021 J jnl
Sustainable Artificial Intelligence through Continual Learning.
CoRR
Andrea Cossu, Marta Ziosi, Vincenzo Lomonaco
2021 — conf
TEACHING - Trustworthy autonomous cyber-physical applications through human-centred intelligence.
COINS
Davide Bacciu, Siranush Akarmazyan, Eric Armengaud, Manlio Bacco, George Bravos, Calogero Calandra, Emanuele Carlini, Antonio Carta, Pietro Cassarà, Massimo Coppola, Charalampos Davalas, Patrizio Dazzi, Maria Carmela De Gennaro, Daniele Di Sarli, Jürgen Dobaj, Claudio Gallicchio, Sylvain Girbal, Alberto Gotta, Riccardo Groppo, Vincenzo Lomonaco, Georg Macher, Daniele Mazzei, Gabriele Mencagli, Dimitrios Michail, Alessio Micheli, Roberta Peroglio, Salvatore Petroni, Rosaria Potenza, Farank Pourdanesh, Christos Sardianos, Konstantinos Tserpes, Fulvio Tagliabo, Jakob Valtl, Iraklis Varlamis, Omar Veledar
2021 J jnl
TEACHING - Trustworthy autonomous cyber-physical applications through human-centred intelligence.
CoRR
Davide Bacciu, Siranush Akarmazyan, Eric Armengaud, Manlio Bacco, George Bravos, Calogero Calandra, Emanuele Carlini, Antonio Carta, Pietro Cassarà, Massimo Coppola, Charalampos Davalas, Patrizio Dazzi, Maria Carmela De Gennaro, Daniele Di Sarli, Jürgen Dobaj, Claudio Gallicchio, Sylvain Girbal, Alberto Gotta, Riccardo Groppo, Vincenzo Lomonaco, Georg Macher, Daniele Mazzei, Gabriele Mencagli, Dimitrios Michail, Alessio Micheli, Roberta Peroglio, Salvatore Petroni, Rosaria Potenza, Farank Pourdanesh, Christos Sardianos, Konstantinos Tserpes, Fulvio Tagliabo, Jakob Valtl, Iraklis Varlamis, Omar Veledar
2020 J jnl
CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions.
CoRR
Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodríguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vázquez, German Ignacio Parisi, Nikhil Churamani, Marc Pickett, Issam H. Laradji, Davide Maltoni
2020 — conf
Continual Reinforcement Learning in 3D Non-stationary Environments.
CVPR Workshops
Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni
2020 J jnl
Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges.
Inf. Fusion
Timothée Lesort, Vincenzo Lomonaco, Andrei Stoian, Davide Maltoni, David Filliat, Natalia Díaz Rodríguez
2020 J jnl
Efficient continual learning in neural networks with embedding regularization.
Neurocomputing
Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini
2020 J jnl
IROS 2019 Lifelong Robotic Vision Challenge - Lifelong Object Recognition Report.
CoRR
Qi She, Fan Feng, Qi Liu, Rosa H. M. Chan, Xinyue Hao, Chuanlin Lan, Qihan Yang, Vincenzo Lomonaco, German Ignacio Parisi, Heechul Bae, Eoin Brophy, Baoquan Chen, Gabriele Graffieti, Vidit Goel, Hyonyoung Han, Sathursan Kanagarajah, Somesh Kumar, Siew-Kei Lam, Tin Lun Lam, Liang Ma, Davide Maltoni, Lorenzo Pellegrini, Duvindu Piyasena, Shiliang Pu, Debdoot Sheet, Soonyong Song, Youngsung Son, Zhengwei Wang, Tomas E. Ward, Jianwen Wu, Meiqing Wu, Di Xie, Yangsheng Xu, Lin Yang, Qiaoyong Zhong, Liguang Zhou
2020 J jnl
IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge [Competitions].
IEEE Robotics Autom. Mag.
Heechul Bae, Eoin Brophy, Rosa H. M. Chan, Baoquan Chen, Fan Feng, Gabriele Graffieti, Vidit Goel, Xinyue Hao, Hyonyoung Han, Sathursan Kanagarajah, Somesh Kumar, Siew-Kei Lam, Tin Lun Lam, Chuanlin Lan, Qi Liu, Vincenzo Lomonaco, Liang Ma, Davide Maltoni, German Ignacio Parisi, Lorenzo Pellegrini, Duvindu Piyasena, Shiliang Pu, Qi She, Debdoot Sheet, Soonyong Song, Youngsung Son, Zhengwei Wang, Tomas E. Ward, Jianwen Wu, Meiqing Wu, Di Xie, Yangsheng Xu, Lin Yang, Qihan Yang, Qiaoyong Zhong, Liguang Zhou
2020 A conf
Latent Replay for Real-Time Continual Learning.
IROS
Lorenzo Pellegrini, Gabriele Graffieti, Vincenzo Lomonaco, Davide Maltoni
2020 — conf
Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node.
SiPS
Leonardo Ravaglia, Manuele Rusci, Alessandro Capotondi, Francesco Conti, Lorenzo Pellegrini, Vincenzo Lomonaco, Davide Maltoni, Luca Benini
2020 J jnl
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node.
CoRR
Leonardo Ravaglia, Manuele Rusci, Alessandro Capotondi, Francesco Conti, Lorenzo Pellegrini, Vincenzo Lomonaco, Davide Maltoni, Luca Benini
2020 J jnl
Online Continual Learning on Sequences.
CoRR
German Ignacio Parisi, Vincenzo Lomonaco
2020 A* conf
OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning.
ICRA
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
2020 — conf
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches.
CVPR Workshops
Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini
2019 J jnl
Continual Learning for Robotics.
CoRR
Timothée Lesort, Vincenzo Lomonaco, Andrei Stoian, Davide Maltoni, David Filliat, Natalia Díaz Rodríguez
2019 — —
Continual Learning with Deep Architectures.
Vincenzo Lomonaco
2019 J jnl
Continual Reinforcement Learning in 3D Non-stationary Environments.
CoRR
Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni
2019 J jnl
Continuous learning in single-incremental-task scenarios.
Neural Networks
Davide Maltoni, Vincenzo Lomonaco
2019 J jnl
Efficient Continual Learning in Neural Networks with Embedding Regularization.
CoRR
Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini
2019 J jnl
Fine-Grained Continual Learning.
CoRR
Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini
2019 J jnl
Latent Replay for Real-Time Continual Learning.
CoRR
Lorenzo Pellegrini, Gabriele Graffieti, Vincenzo Lomonaco, Davide Maltoni
2019 — conf
Online Continual Learning on Sequences.
INNSBDDL (Tutorials)
German Ignacio Parisi, Vincenzo Lomonaco
2019 J jnl
OpenLORIS-Object: A Dataset and Benchmark towards Lifelong Object Recognition.
CoRR
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
2018 J jnl
Continuous Learning in Single-Incremental-Task Scenarios.
CoRR
Davide Maltoni, Vincenzo Lomonaco
2018 — conf
Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity.
PerCom Workshops
Claudia Carpineti, Vincenzo Lomonaco, Luca Bedogni, Marco Di Felice, Luciano Bononi
2018 J jnl
Custom Dual Transportation Mode Detection by Smartphone Devices Exploiting Sensor Diversity.
CoRR
Claudia Carpineti, Vincenzo Lomonaco, Luca Bedogni, Marco Di Felice, Luciano Bononi
2018 J jnl
Don't forget, there is more than forgetting: new metrics for Continual Learning.
CoRR
Natalia Díaz Rodríguez, Vincenzo Lomonaco, David Filliat, Davide Maltoni
2018 J jnl
Intelligent Drone Swarm for Search and Rescue Operations at Sea.
CoRR
Vincenzo Lomonaco, Angelo Trotta, Marta Ziosi, Juan de Dios Yáñez Ávila, Natalia Díaz Rodríguez
2017 Misc conf
CORe50: a New Dataset and Benchmark for Continuous Object Recognition.
CoRL
Vincenzo Lomonaco, Davide Maltoni
2017 J jnl
CORe50: a New Dataset and Benchmark for Continuous Object Recognition.
CoRR
Vincenzo Lomonaco, Davide Maltoni
2016 — conf
A Machine Learning Approach for Continuous Development.
SEDA
Daniel Russo, Vincenzo Lomonaco, Paolo Ciancarini
2016 — conf
Comparing Incremental Learning Strategies for Convolutional Neural Networks.
ANNPR
Vincenzo Lomonaco, Davide Maltoni
2016 B conf
Semi-supervised tuning from temporal coherence.
ICPR
Davide Maltoni, Vincenzo Lomonaco
2015 J jnl
Semi-supervised Tuning from Temporal Coherence.
CoRR
Davide Maltoni, Vincenzo Lomonaco
2014 J jnl
UCbase 2.0: ultraconserved sequences database (2014 update).
Database J. Biol. Databases Curation
Vincenzo Lomonaco, Riccardo Martoglia, Federica Mandreoli, Laura Anderlucci, Warren Emmett, Silvio Bicciato, Cristian Taccioli