Federico Giannini

According to our database, Federico Giannini authored at least 8 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

A practical guide to streaming continual learning.

Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Emanuele Della Valle, Barbara Hammer, Davide Bacciu

Neurocomputing, 2026

2025

Don't Look Back in Anger: MAGIC Net for Streaming Continual Learning with Temporal Dependence.

Federico Giannini, Sandro D'andrea, Emanuele Della Valle

Proceedings of the IEEE International Conference on Big Data, 2025

2024

Grounding Stream Reasoning Research.

Pieter Bonte, Jean-Paul Calbimonte, Daniel de Leng, Daniele Dell'Aglio, Emanuele Della Valle, Thomas Eiter, Federico Giannini, Fredrik Heintz, Konstantin Schekotihin, Danh Le Phuoc, Alessandra Mileo, Patrik Schneider, Riccardo Tommasini, Jacopo Urbani, Giacomo Ziffer

TGDK, 2024

Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments.

Federico Giannini, Giacomo Ziffer, Andrea Cossu, Vincenzo Lomonaco

IEEE Intell. Syst., 2024

Addressing Temporal Dependence, Concept Drifts, and Forgetting in Data Streams.

Federico Giannini, Emanuele Della Valle

Proceedings of the Discovering Drift Phenomena in Evolving Landscapes, 2024

Tenet: Benchmarking Data Stream Classifiers in Presence of Temporal Dependence.

Giacomo Ziffer, Federico Giannini, Emanuele Della Valle

Proceedings of the IEEE International Conference on Big Data, 2024

MAcPNN: Mutual Assisted Learning on Data Streams with Temporal Dependence.

Federico Giannini, Emanuele Della Valle

Proceedings of the IEEE International Conference on Big Data, 2024

2023

cPNN: Continuous Progressive Neural Networks for Evolving Streaming Time Series.

Federico Giannini, Giacomo Ziffer, Emanuele Della Valle

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2023