Flexible Generative Adversarial Networks with Non-parametric Activation Functions. - Eleonora Grassucci; Simone Scardapane; Danilo Comminiello; Aurelio Uncini (IIH-MSP (1), 2017)

A Quaternion-Valued Variational Autoencoder. - Eleonora Grassucci; Danilo Comminiello; Aurelio Uncini (ICASSP, 2021)

Quaternion Generative Adversarial Networks. - Eleonora Grassucci; Edoardo Cicero; Danilo Comminiello (CoRR, 2021)

Lightweight Convolutional Neural Networks By Hypercomplex Parameterization. - Eleonora Grassucci; Aston Zhang; Danilo Comminiello (CoRR, 2021)

An Information-Theoretic Perspective on Proper Quaternion Variational Autoencoders. - Eleonora Grassucci; Danilo Comminiello; Aurelio Uncini (Entropy, 2021)

Hypercomplex Image- to- Image Translation. - Eleonora Grassucci; Luigi Sigillo; Aurelio Uncini; Danilo Comminiello (IJCNN, 2022)

Multi-View Breast Cancer Classification via Hypercomplex Neural Networks. - Eleonora Lopez; Eleonora Grassucci; Martina Valleriani; Danilo Comminiello (CoRR, 2022)

Efficient Sound Event Localization and Detection in the Quaternion Domain. - Christian Brignone; Gioia Mancini; Eleonora Grassucci; Aurelio Uncini; Danilo Comminiello (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals. - Eleonora Lopez; Eleonora Chiarantano; Eleonora Grassucci; Danilo Comminiello (ICASSP Workshops, 2023)

StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation. - Luigi Sigillo; Eleonora Grassucci; Danilo Comminiello (ISCAS, 2023)

Phydi: Initializing Parameterized Hypercomplex Neural Networks As Identity Functions. - Matteo Mancanelli; Eleonora Grassucci; Aurelio Uncini; Danilo Comminiello (MLSP, 2023)

Sailing the Seaformer: A Transformer-Based Model for Vessel Route Forecasting. - Luigi Sigillo; Alessandro Marzilli; Daniela Moretti; Eleonora Grassucci; Claudio Greco 006; Danilo Comminiello (MLSP, 2023)

Dual Quaternion Rotational and Translational Equivariance in 3D Rigid Motion Modelling. - Guilherme Vieira; Eleonora Grassucci; Marcos Eduardo Valle; Danilo Comminiello (MLSP, 2023)

Generative Semantic Communication: Diffusion Models Beyond Bit Recovery. - Eleonora Grassucci; Sergio Barbarossa; Danilo Comminiello (CoRR, 2023)

Enhancing Semantic Communication with Deep Generative Models - An ICASSP Special Session Overview. - Eleonora Grassucci; Yuki Mitsufuji; Ping Zhang; Danilo Comminiello (CoRR, 2023)

GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging. - Eleonora Grassucci; Luigi Sigillo; Aurelio Uncini; Danilo Comminiello (IEEE Signal Process. Lett., 2023)

Hypercomplex generative models: AI beyond Clifford algebra. - Eleonora Grassucci (2023)

Dual quaternion ambisonics array for six-degree-of-freedom acoustic representation. - Eleonora Grassucci; Gioia Mancini; Christian Brignone; Aurelio Uncini; Danilo Comminiello (Pattern Recognit. Lett., 2023)

Semantic Communications Based on Adaptive Generative Models and Information Bottleneck. - Sergio Barbarossa; Danilo Comminiello; Eleonora Grassucci; Francesco Pezone; Stefania Sardellitti; Paolo Di Lorenzo (IEEE Commun. Mag., 2023)

Diffusion Models for Audio Semantic Communication. - Eleonora Grassucci; Christian Marinoni; Andrea Rodriguez; Danilo Comminiello (ICASSP, 2024)

Enhancing Semantic Communication with Deep Generative Models: An Overview. - Eleonora Grassucci; Yuki Mitsufuji; Ping Zhang; Danilo Comminiello (ICASSP, 2024)

Towards Explaining Hypercomplex Neural Networks. - Eleonora Lopez; Eleonora Grassucci; Debora Capriotti; Danilo Comminiello (IJCNN, 2024)

Language-Oriented Semantic Latent Representation for Image Transmission. - Giordano Cicchetti; Eleonora Grassucci; Jihong Park; Jinho Choi 001; Sergio Barbarossa; Danilo Comminiello (MLSP, 2024)

β-Quaternion Centralized Fusion Estimation Problem Under First-Order Properness Conditions. - José D. Jiménez-López; Rosa M. Fernández-Alcalá; Jesús Navarro-Moreno; Juan Carlos Ruiz-Molina; Eleonora Grassucci; Danilo Comminiello (RTSI, 2024)

Semantic Communication Challenges: Understanding Dos and Avoiding Don'ts. - Jinho Choi 001; Jihong Park; Eleonora Grassucci; Danilo Comminiello (VTC Spring, 2024)

Generative AI Meets Semantic Communication: Evolution and Revolution of Communication Tasks. - Eleonora Grassucci; Jihong Park; Sergio Barbarossa; Seong-Lyun Kim; Jinho Choi 001; Danilo Comminiello (CoRR, 2024)

Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning. - Danilo Comminiello; Eleonora Grassucci; Danilo P. Mandic; Aurelio Uncini (CoRR, 2024)

Rethinking Multi-User Semantic Communications with Deep Generative Models. - Eleonora Grassucci; Jinho Choi 001; Jihong Park; Riccardo F. Gramaccioni; Giordano Cicchetti; Danilo Comminiello (CoRR, 2024)

Attention-map augmentation for hypercomplex breast cancer classification. - Eleonora Lopez; Filippo Betello; Federico Carmignani; Eleonora Grassucci; Danilo Comminiello (Pattern Recognit. Lett., 2024)

Demystifying the Hypercomplex: Inductive biases in hypercomplex deep learning [Hypercomplex Signal and Image Processing]. - Danilo Comminiello; Eleonora Grassucci; Danilo P. Mandic; Aurelio Uncini (IEEE Signal Process. Mag., 2024)

PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions. - Eleonora Grassucci; Aston Zhang; Danilo Comminiello (IEEE Trans. Neural Networks Learn. Syst., 2024)

Gramian Multimodal Representation Learning and Alignment. - Giordano Cicchetti; Eleonora Grassucci; Luigi Sigillo; Danilo Comminiello (ICLR, 2025)

Generalizing medical image representations via quaternion wavelet networks. - Luigi Sigillo; Eleonora Grassucci; Aurelio Uncini; Danilo Comminiello (Neurocomputing, 2025)

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education. - Eleonora Grassucci; Gualtiero Grassucci; Aurelio Uncini; Danilo Comminiello (CoRR, 2025)