publications

2025

1. 

   Closing The Modality Gap Enables Novel Multimodal Learning Applications

   Eleonora Grassucci, Giordano Cicchetti, and Danilo Comminiello

   In Second Workshop on Representational Alignment at ICLR 2025, 2025

   Bib HTML

   @inproceedings{grassucci2025closing,
     title = {Closing The Modality Gap Enables Novel Multimodal Learning Applications},
     author = {Grassucci, Eleonora and Cicchetti, Giordano and Comminiello, Danilo},
     booktitle = {Second Workshop on Representational Alignment at ICLR 2025},
     year = {2025},
     bibtex_show = true,
     altmetric = true,
     selected = true
   }

2. 

   Gramian Multimodal Representation Learning and Alignment

   Giordano Cicchetti, Eleonora Grassucci, Luigi Sigillo, and Danilo Comminiello

   In The Thirteenth International Conference on Learning Representations, 2025

   arXiv Bib Code Website

   @inproceedings{cicchetti2024gramianmultimodalrepresentationlearning,
     title = {Gramian Multimodal Representation Learning and Alignment},
     author = {Cicchetti, Giordano and Grassucci, Eleonora and Sigillo, Luigi and Comminiello, Danilo},
     booktitle = {The Thirteenth International Conference on Learning Representations},
     year = {2025},
     url = {https://openreview.net/forum?id=ftGnpZrW7P},
     bibtex_show = true,
     altmetric = true,
     selected = true
   }

2024

1. 

   Contrastive Learning Enables Low-Bandwidth Semantic Communication

   Eleonora Grassucci, Giordano Cicchetti, and Danilo Comminiello

   In AAAI 2025 Workshop on Artificial Intelligence for Wireless Communications and Networking (AI4WCN), 2024

   Bib HTML

   @inproceedings{grassucci2024contrastive,
     title = {Contrastive Learning Enables Low-Bandwidth Semantic Communication},
     author = {Grassucci, Eleonora and Cicchetti, Giordano and Comminiello, Danilo},
     booktitle = {AAAI 2025 Workshop on Artificial Intelligence for Wireless Communications and Networking (AI4WCN)},
     year = {2024},
     bibtex_show = true,
     altmetric = true
   }

2. 

   Lightweight Diffusion Models for Resource-Constrained Semantic Communication

   Giovanni Pignata, Eleonora Grassucci, Giordano Cicchetti, and Danilo Comminiello

   arXiv preprint arXiv:2410.02491, 2024

   arXiv Bib

   @article{pignata2024lightweight,
     title = {Lightweight Diffusion Models for Resource-Constrained Semantic Communication},
     author = {Pignata, Giovanni and Grassucci, Eleonora and Cicchetti, Giordano and Comminiello, Danilo},
     journal = {arXiv preprint arXiv:2410.02491},
     year = {2024},
     bibtex_show = true,
     altmetric = true
   }

3. 

   Language-Oriented Semantic Latent Representation for Image Transmission

   Giordano Cicchetti, Eleonora Grassucci, Jihong Park, Jinho Choi, Sergio Barbarossa, and 1 more author

   In 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP), 2024

   DOI arXiv Bib Code

   @inproceedings{10734812,
     author = {Cicchetti, Giordano and Grassucci, Eleonora and Park, Jihong and Choi, Jinho and Barbarossa, Sergio and Comminiello, Danilo},
     booktitle = {2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)},
     title = {Language-Oriented Semantic Latent Representation for Image Transmission},
     year = {2024},
     volume = {},
     number = {},
     pages = {1-6},
     bibtex_show = true,
     altmetric = true,
     keywords = {Visualization;Image coding;Image communication;Text to image;Receivers;Signal processing;Vectors;Noise measurement;Image reconstruction;Signal to noise ratio;Semantic Communication;Semantic Coding;Generative Models;Generative Semantic Communication},
     doi = {10.1109/MLSP58920.2024.10734812},
     selected = true
   }

4. 

   Naf-dpm: A nonlinear activation-free diffusion probabilistic model for document enhancement

   Giordano Cicchetti, and Danilo Comminiello

   arXiv preprint arXiv:2404.05669, 2024

   arXiv Bib Code

   @article{cicchetti2024naf,
     title = {Naf-dpm: A nonlinear activation-free diffusion probabilistic model for document enhancement},
     author = {Cicchetti, Giordano and Comminiello, Danilo},
     journal = {arXiv preprint arXiv:2404.05669},
     year = {2024},
     bibtex_show = true,
     altmetric = true
   }