CARTA, ANTONIO Statistiche
CARTA, ANTONIO
DIPARTIMENTO DI INFORMATICA
Online Curvature-Aware Replay: Leveraging 2nd Order Information for Online Continual Learning
2025-01-01 Urettini, Edoardo; Carta, Antonio
Replay-free Online Continual Learning with Self-Supervised MultiPatches
2025-01-01 Cignoni, Giacomo; Cossu, Andrea; Gomez-Villa, Alex; Van De Weijer, Joost; Carta, Antonio
CD-IMM: The Benefits of Domain-based Mixture Models in Bayesian Continual Learning
2024-01-01 Castellana, Daniele; Carta, Antonio; Bacciu, Davide
Continual pre-training mitigates forgetting in language and vision
2024-01-01 Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide
GAS-Norm: Score-Driven Adaptive Normalization for Non-Stationary Time Series Forecasting in Deep Learning
2024-01-01 Urettini, Edoardo; Atzeni, Daniele; Ramjattan, Reshawn J.; Carta, Antonio
Projected Latent Distillation for Data-Agnostic Consolidation in distributed continual learning
2024-01-01 Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide; van de Weijer, Joost
Updating knowledge in Large Language Models: an Empirical Evaluation
2024-01-01 Marinelli Alberto, Roberto; Carta, Antonio; Passaro, Lucia
A Comprehensive Empirical Evaluation on Online Continual Learning
2023-01-01 Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van de Weijer, Joost; Hemati, Hamed
A Simple Recipe to Meta-Learn Forward and Backward Transfer
2023-01-01 Cetin, Edoardo; Carta, Antonio; Celiktutan, Oya
AI-Toolkit: A Microservices Architecture for Low-Code Decentralized Machine Intelligence
2023-01-01 Lomonaco, Vincenzo; Caro, Valerio De; Gallicchio, Claudio; Carta, Antonio; Sardianos, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Coppola, Massimo; Marmpena, Mina; Politi, Sevasti; Schoitsch, Erwin; Bacciu, Davide
Avalanche: A PyTorch Library for Deep Continual Learning
2023-01-01 Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo
Class-Incremental Learning with Repetition
2023-01-01 Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Damian, Borth
Efficient Anomaly Detection on Temporal Data via Echo State Networks and Dynamic Thresholding
2023-01-01 Carta, A.; Carfi, G.; De Caro, V.; Gallicchio, C.
Improving Online Continual Learning Performance and Stability with Temporal Ensembles
2023-01-01 Soutif-Cormerais, Albin; Carta, Antonio; van de Weijer, Joost
Safety and Robustness for Deep Neural Networks: An Automotive Use Case
2023-01-01 Bacciu, Davide; Carta, Antonio; Gallicchio, Claudio; Schmittner, Christoph
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving
2022-01-01 De Caro, V.; Bano, S.; Machumilane, A.; Gotta, A.; Cassara, P.; Carta, A.; Semola, R.; Sardianos, C.; Chronis, C.; Varlamis, I.; Tserpes, K.; Lomonaco, V.; Gallicchio, C.; Bacciu, D.
Avalanche RL: A Continual Reinforcement Learning Library
2022-01-01 Lucchesi, N.; Carta, A.; Lomonaco, V.; Bacciu, D.
Catastrophic Forgetting in Deep Graph Networks: A Graph Classification Benchmark
2022-01-01 Carta, Antonio; Cossu, Andrea; Errica, Federico; Bacciu, Davide
CI4PM-PAI 2022 Joint Proceedings of CI4PM 2022 and PAI 2022
2022-01-01 Pegoraro, Marco; Bacciu, Davide; Burattin, Andrea; Carta, Antonio; Dazzi, Patrizio; De Leoni, Massimiliano; Eirinaki, Magdalini; Varlamis, Iraklis
Distilled Replay: Overcoming Forgetting Through Synthetic Samples
2022-01-01 Rosasco, A.; Carta, A.; Cossu, A.; Lomonaco, V.; Bacciu, D.
| Titolo | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|
| Online Curvature-Aware Replay: Leveraging 2nd Order Information for Online Continual Learning | 1-gen-2025 | Urettini, Edoardo; Carta, Antonio | |
| Replay-free Online Continual Learning with Self-Supervised MultiPatches | 1-gen-2025 | Cignoni, Giacomo; Cossu, Andrea; Gomez-Villa, Alex; Van De Weijer, Joost; Carta, Antonio | |
| CD-IMM: The Benefits of Domain-based Mixture Models in Bayesian Continual Learning | 1-gen-2024 | Castellana, Daniele; Carta, Antonio; Bacciu, Davide | |
| Continual pre-training mitigates forgetting in language and vision | 1-gen-2024 | Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide | |
| GAS-Norm: Score-Driven Adaptive Normalization for Non-Stationary Time Series Forecasting in Deep Learning | 1-gen-2024 | Urettini, Edoardo; Atzeni, Daniele; Ramjattan, Reshawn J.; Carta, Antonio | |
| Projected Latent Distillation for Data-Agnostic Consolidation in distributed continual learning | 1-gen-2024 | Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide; van de Weijer, Joost | |
| Updating knowledge in Large Language Models: an Empirical Evaluation | 1-gen-2024 | Marinelli Alberto, Roberto; Carta, Antonio; Passaro, Lucia | |
| A Comprehensive Empirical Evaluation on Online Continual Learning | 1-gen-2023 | Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van de Weijer, Joost; Hemati, Hamed | |
| A Simple Recipe to Meta-Learn Forward and Backward Transfer | 1-gen-2023 | Cetin, Edoardo; Carta, Antonio; Celiktutan, Oya | |
| AI-Toolkit: A Microservices Architecture for Low-Code Decentralized Machine Intelligence | 1-gen-2023 | Lomonaco, Vincenzo; Caro, Valerio De; Gallicchio, Claudio; Carta, Antonio; Sardianos, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Coppola, Massimo; Marmpena, Mina; Politi, Sevasti; Schoitsch, Erwin; Bacciu, Davide | |
| Avalanche: A PyTorch Library for Deep Continual Learning | 1-gen-2023 | Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo | |
| Class-Incremental Learning with Repetition | 1-gen-2023 | Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Damian, Borth | |
| Efficient Anomaly Detection on Temporal Data via Echo State Networks and Dynamic Thresholding | 1-gen-2023 | Carta, A.; Carfi, G.; De Caro, V.; Gallicchio, C. | |
| Improving Online Continual Learning Performance and Stability with Temporal Ensembles | 1-gen-2023 | Soutif-Cormerais, Albin; Carta, Antonio; van de Weijer, Joost | |
| Safety and Robustness for Deep Neural Networks: An Automotive Use Case | 1-gen-2023 | Bacciu, Davide; Carta, Antonio; Gallicchio, Claudio; Schmittner, Christoph | |
| AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving | 1-gen-2022 | De Caro, V.; Bano, S.; Machumilane, A.; Gotta, A.; Cassara, P.; Carta, A.; Semola, R.; Sardianos, C.; Chronis, C.; Varlamis, I.; Tserpes, K.; Lomonaco, V.; Gallicchio, C.; Bacciu, D. | |
| Avalanche RL: A Continual Reinforcement Learning Library | 1-gen-2022 | Lucchesi, N.; Carta, A.; Lomonaco, V.; Bacciu, D. | |
| Catastrophic Forgetting in Deep Graph Networks: A Graph Classification Benchmark | 1-gen-2022 | Carta, Antonio; Cossu, Andrea; Errica, Federico; Bacciu, Davide | |
| CI4PM-PAI 2022 Joint Proceedings of CI4PM 2022 and PAI 2022 | 1-gen-2022 | Pegoraro, Marco; Bacciu, Davide; Burattin, Andrea; Carta, Antonio; Dazzi, Patrizio; De Leoni, Massimiliano; Eirinaki, Magdalini; Varlamis, Iraklis | |
| Distilled Replay: Overcoming Forgetting Through Synthetic Samples | 1-gen-2022 | Rosasco, A.; Carta, A.; Cossu, A.; Lomonaco, V.; Bacciu, D. |