Daniela Annunziata

Most-cited papers

1. On the Road to AIoT: A Framework for Vehicle Road Cooperation

   Daniela Annunziata, Diletta Chiaro, Pian Qi, Francesco Piccialli

   2025IEEE Internet of Things Journal14 citations

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2. Enhancing De Novo Drug Design across Multiple Therapeutic Targets with CVAE Generative Models

   Virgilio Romanelli, Daniela Annunziata, Carmen Cerchia, Donato Cerciello +2 more

   2024ACS Omega11 citations Open access

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3. Towards one-shot federated learning: Advances, challenges, and future directions

   Flora Amato, Lingyu Qiu, Muhammad Tanveer, Salvatore Cuomo +3 more

   2026Neurocomputing9 citations Open access

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4. On the Dynamics of Non-IID Data in Federated Learning and High-Performance Computing

   Daniela Annunziata, Marzia Canzaniello, Diletta Chiaro, Stefano Izzo +2 more

   2024International Euromicro Conference on Parallel, Distributed and Network-Based Processing6 citations

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5. Ablation Studies in Activation Maps for Explainable Semantic Segmentation in Industry 4.0

   Rokas Gipiškis, Diletta Chiaro, Daniela Annunziata, Francesco Piccialli

   2023EUROCON Conference5 citations

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6. Federated continual learning meets digital twins: A survey on methods, intersections and perspectives

   Martina Savoia, Daniela Annunziata, Dipanwita Thakur, Giancarlo Fortino +1 more

   2026Neurocomputing4 citations Open access

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7. Benchmarking Federated Learning on High-Performance Computing: Aggregation Methods and Their Impact

   Daniela Annunziata, Marzia Canzaniello, Martina Savoia, Salvatore Cuomo +1 more

   2024International Euromicro Conference on Parallel, Distributed and Network-Based Processing3 citations

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8. Graph-based federated learning for smart healthcare: A comprehensive survey

   S. M. Asiful Huda, Marzia Canzaniello, Daniela Annunziata, Francesco Piccialli

   2026Future generations computer systems2 citations Open access

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9. A Robust and Rapid Grid-Based Machine Learning Approach for Inside and Off-Network Earthquakes Classification in Dynamically Changing Seismic Networks

   Daniela Annunziata, Martina Savoia, Claudio Martino, Fabio Giampaolo +3 more

   2024Seismological Research Letters2 citations

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10. FedSDE: Self-Distillation with Diffusion Enhanced for One-shot Federated Learning

    Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo, Francesco Piccialli

    2025BigData Congress [Services Society]1 citations

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11. FedOPAL: One-Shot Federated Learning via Analytic Visual Prompt Tuning

    Lingyu Qiu, Daniela Annunziata, Stefano Izzo, Fabio Giampaolo +1 more

    20262026 2nd International Conference on Federated Learning and Intelligent Computing Systems (FLICS)0 citations

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12. Only one fusion matters: Spatiotemporal Weighted Integration for one-shot Federated Traffic Prediction

    Lingyu Qiu, Daniela Annunziata, Stefano Izzo, Fabio Giampaolo +1 more

    2026Comput. Networks0 citations Open access

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13. From Activity Recognition to Predictive Thermal Comfort: A User-Aware Sequential Learning Framework

    Sundas Sarwar, Z. Ur-Rehman, Daniela Annunziata, Fabio Giampaolo +1 more

    20262026 6th International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)0 citations

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14. Deep learning framework for determining earthquake focal mechanisms with application to the Campi Flegrei caldera

    Daniela Annunziata, R. De Matteis, Stefano Izzo, Edoardo Prezioso +3 more

    2026Scientific Reports0 citations Open access

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15. Toward Trustworthy IIoT: A Reinforcement Learning Framework With Federated Unlearning

    Daniela Annunziata, Pian Qi, Ken-Li Li, Francesco Piccialli

    2026IEEE Internet of Things Journal0 citations

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16. FuGuard: Client-Level Federated Unlearning via Generative Surrogates and Optimal Transport.

    Pian Qi, Daniela Annunziata, Chiara Jappelli, Fabio Giampaolo +1 more

    2026IEEE Transactions on Neural Networks and Learning Systems0 citations

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17. DIVAS-FL: Diffusion-based Implicit Voice editing via Autoencoder-guided Style transfer in Federated Learning for consumer devices

    Flora Amato, Donato Cerciello, Anna Borrelli, Daniela Annunziata +2 more

    2026IEEE transactions on consumer electronics0 citations

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18. Cross-Modal Misalignment as a Systemic Vulnerability in MLLMs

    V. De Angelis, Daniela Annunziata, Stefano Izzo, Fabio Giampaolo +1 more

    20262026 6th International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)0 citations

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19. Advancements and Future Directions in Loss Function Designs for Physics-Informed Neural Networks: A Comprehensive Review

    M. Esmaeilbeigi, Daniela Annunziata, Salvatore Cuomo, Francesco Piccialli

    2026Journal of Scientific Computing0 citations Open access

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20. Deciphering One-Shot Federated Learning: The Pivotal Role of Pretrained Models

    Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo, Francesco Piccialli

    2025FedEdge-AI@MobiCom0 citations Open access

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21. Leveraging High-Performance Computing for Generating Large-Scale Synthetic Datasets of Focal Mechanisms in Seismic Networks

    Daniela Annunziata, Edoardo Prezioso, Stefano Izzo, Marzia Canzaniello +5 more

    20252025 IEEE 25th International Symposium on Cluster, Cloud and Internet Computing Workshops (CCGridW)0 citations

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