Publications

2026

• 

  GPart: End-to-End Isometric Fine-Tuning via Global Parameter Partitioning

  Paolo Mandica, M. Brzozowski, Z. Dubanowska, NC. Chung

  Preprint 2026

  arXiv GitHub

  BibTeX

  @misc{mandica2026gpart,
    title         = {GPart: End-to-End Isometric Fine-Tuning via Global Parameter Partitioning},
    author        = {Mandica, Paolo and Brzozowski, Micha{\l} and Dubanowska, Zuzanna and Chung, Neo Christopher},
    year          = {2026},
    eprint        = {2605.14841},
    archivePrefix = {arXiv},
    primaryClass  = {cs.LG},
    url           = {https://arxiv.org/abs/2605.14841},
    doi           = {10.48550/arXiv.2605.14841}
  }

2025

• 

  Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution

  Z. Dubanowska, M. Żelaszczyk, M. Brzozowski, Paolo Mandica, M. P. Karpowicz

  EMNLP 2025 Findings

  arXiv ACL Anthology

  BibTeX

  @inproceedings{dubanowska-etal-2025-representation,
    title     = {Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution},
    author    = {Dubanowska, Zuzanna and \.{Z}elaszczyk, Maciej and Brzozowski, Micha{\l} and Mandica, Paolo and Karpowicz, Michal P.},
    editor    = {Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet},
    booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2025},
    month     = {nov},
    year      = {2025},
    address   = {Suzhou, China},
    publisher = {Association for Computational Linguistics},
    pages     = {17563--17575},
    doi       = {10.18653/v1/2025.findings-emnlp.952},
    url       = {https://aclanthology.org/2025.findings-emnlp.952/}
  }

2024

• 

  Hyperbolic Active Learning for Semantic Segmentation under Domain Shift

  L. Franco*, Paolo Mandica*, K. Kallidromitis, YT Li, D. Guillory, T. Darrell, F. Galasso

  ICML 2024

  arXiv OpenReview GitHub

  BibTeX

  @inproceedings{pmlr-v235-franco24a,
    title     = {Hyperbolic Active Learning for Semantic Segmentation under Domain Shift},
    author    = {Franco, Luca and Mandica, Paolo and Kallidromitis, Konstantinos and Guillory, Devin and Li, Yu-Teng and Darrell, Trevor and Galasso, Fabio},
    booktitle = {Proceedings of the 41st International Conference on Machine Learning},
    pages     = {13864--13884},
    year      = {2024},
    editor    = {Salakhutdinov, Ruslan and Kolter, Zico and Heller, Katherine and Weller, Adrian and Oliver, Nuria and Scarlett, Jonathan and Berkenkamp, Felix},
    volume    = {235},
    series    = {Proceedings of Machine Learning Research},
    month     = {21--27 Jul},
    publisher = {PMLR},
    url       = {https://proceedings.mlr.press/v235/franco24a.html}
  }

• 

  Hyperbolic Learning with Multimodal Large Language Models

  Paolo Mandica*, L. Franco*, K. Kallidromitis, S. Petryk, F. Galasso

  ECCV 2024 - Beyond Euclidean Workshop

  arXiv Springer

  BibTeX

  @inproceedings{mandica2024hyperbolic,
    title     = {Hyperbolic Learning with Multimodal Large Language Models},
    author    = {Mandica, Paolo and Franco, Luca and Kallidromitis, Konstantinos and Petryk, Suzanne and Galasso, Fabio},
    editor    = {Del Bue, Alessio and Canton, Cristian and Pont-Tuset, Jordi and Tommasi, Tatiana},
    booktitle = {Computer Vision -- ECCV 2024 Workshops, Part XVII},
    series    = {Lecture Notes in Computer Science},
    volume    = {15639},
    pages     = {382--398},
    publisher = {Springer},
    year      = {2025},
    address   = {Cham},
    doi       = {10.1007/978-3-031-91585-7_23},
    url       = {https://link.springer.com/chapter/10.1007/978-3-031-91585-7_23}
  }

2023

• 

  HYSP: HYperbolic Self-Paced Learning for Self-Supervised Skeleton-based Action Representations

  L. Franco*, Paolo Mandica*, B. Munjal, F. Galasso

  ICLR 2023

  arXiv OpenReview GitHub

  BibTeX

  @inproceedings{franco2023hysp,
    title     = {Hyperbolic Self-paced Learning for Self-supervised Skeleton-based Action Representations},
    author    = {Franco, Luca and Mandica, Paolo and Munjal, Bharti and Galasso, Fabio},
    booktitle = {The Eleventh International Conference on Learning Representations},
    year      = {2023},
    month     = {may},
    address   = {Kigali, Rwanda},
    url       = {https://openreview.net/forum?id=3Bh6sRPKS3J},
    doi       = {10.48550/arXiv.2303.06242}
  }

* indicates equal contribution.