Federico Giannini

13 papers B 3Journal 8Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Practical Guide to Streaming Continual Learning.
CoRR
Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Emanuele Della Valle, Barbara Hammer, Davide Bacciu
2026 J jnl
A practical guide to streaming continual learning.
Neurocomputing
Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Emanuele Della Valle, Barbara Hammer, Davide Bacciu
2026 J jnl
Don't Look Back in Anger: MAGIC Net for Streaming Continual Learning with Temporal Dependence.
CoRR
Federico Giannini, Sandro D'andrea, Emanuele Della Valle
2026 J jnl
MAcPNN: Mutual Assisted Learning on Data Streams with Temporal Dependence.
CoRR
Federico Giannini, Emanuele Della Valle
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
cPNN: Continuous Progressive Neural Networks for Evolving Streaming Time Series.
CoRR
Federico Giannini, Giacomo Ziffer, Emanuele Della Valle
2025 B conf
Don't Look Back in Anger: MAGIC Net for Streaming Continual Learning with Temporal Dependence.
IEEE Big Data
Federico Giannini, Sandro D'andrea, Emanuele Della Valle
2024 — conf
Addressing Temporal Dependence, Concept Drifts, and Forgetting in Data Streams.
DELTA
Federico Giannini, Emanuele Della Valle
2024 J jnl
Grounding Stream Reasoning Research.
TGDK
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
2024 B conf
MAcPNN: Mutual Assisted Learning on Data Streams with Temporal Dependence.
IEEE Big Data
Federico Giannini, Emanuele Della Valle
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 B conf
Tenet: Benchmarking Data Stream Classifiers in Presence of Temporal Dependence.
IEEE Big Data
Giacomo Ziffer, Federico Giannini, Emanuele Della Valle
2023 — conf
cPNN: Continuous Progressive Neural Networks for Evolving Streaming Time Series.
PAKDD (4)
Federico Giannini, Giacomo Ziffer, Emanuele Della Valle