publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. Empty SPACE: Cross-Attention Sparsity for Concept Erasure in Diffusion Models
    Nicola Novello and Andrea M Tonello
    arXiv preprint arXiv:2605.10198, 2026
  2. ICML
    A Unified Framework for Diffusion Model Unlearning with f-Divergence
    Nicola Novello, Federico Fontana, Luigi Cinque, Deniz Gunduz, and Andrea M Tonello
    In International Conference on Machine Learning, 2026

2025

  1. TNNLS
    Copula density neural estimation
    Nunzio A Letizia, Nicola Novello, and Andrea M Tonello
    IEEE Transactions on Neural Networks and Learning Systems, 2025
  2. Robust classification with noisy labels based on posterior maximization
    Nicola Novello and Andrea M Tonello
    arXiv preprint arXiv:2504.06805, 2025
  3. SmartGridComm
    Data-Driven Grid Monitoring Under Label Noise Using Power Line Modems
    Nicola Novello, Dong Liang, and Andrea M Tonello
    In 2025 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2025
  4. ICT Express
    Recurrent DQN for radio fingerprinting with constrained measurements collection
    Nicola Novello and Andrea M Tonello
    ICT Express, 2025

2024

  1. ICML
    f -Divergence Based Classification: Beyond the Use of Cross-Entropy
    Nicola Novello and Andrea M Tonello
    In International Conference on Machine Learning, 2024
  2. NeurIPS
    Mutual Information Estimation via f -Divergence and Data Derangements
    Nunzio A Letizia, Nicola Novello, and Andrea M Tonello
    Advances in Neural Information Processing Systems, 2024
  3. SmartGridComm
    Label noise resistant f-divergence receiver for power line communications
    Nicola Novello and Andrea M Tonello
    In 2024 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2024
  4. PIMRC
    Human Detection Based on Learning and Classification of Radio Scattering Parameters and Para-Hermitian Eigenvalue Decomposition
    Frank E Ebong, Nicola Novello, and Andrea M Tonello
    In 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024

2023

  1. BalkanCom
    Reinforcement learning for simplified training in fingerprinting radio localization
    Nicola Novello and Andrea M Tonello
    In 2023 International Balkan Conference on Communications and Networking (BalkanCom), 2023