معرفی
Antonio Carta is an Assistant Professor in the Department of Computer Science at the University of Pisa. His primary research focuses on Continual Learning (CL) with deep neural networks, particularly addressing challenges like catastrophic forgetting and knowledge consolidation in online settings. He leads the Computational Intelligence and Machine Learning (CIML) group and contributes to the Pervasive AI Lab (PAILab). As the lead maintainer of the Avalanche library, he develops end-to-end tools for deep continual learning. His work spans applications in computer vision, NLP, and time series analysis.
- Research emphasizes distributed CL, efficient knowledge transfer, and replay-free methods.
- Teaching includes courses on Continual Learning, Collective Machine Intelligence, and Intelligent Systems at the graduate level.
- Publications highlight adaptive normalization, temporal ensembles, and domain-based Bayesian approaches in CL.
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