Eleonora Grassucci
Assistant Professor at ISPAMM Lab, Sapienza University of Rome, Italy
I am an Assistant Professor at the ISPAMM Lab, Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy, working with Prof. Danilo Comminiello, Prof. Aurelio Uncini and Prof. Sergio Barbarossa. I received my Ph.D. degree in ICT with honors in January 2023 with the thesis titled Hypercomplex Generative Models: AI Beyond Clifford Algebra.
My research interests are generative deep learning, quaternion and hypercomplex neural networks, generative semantic communication models and multimodal representation learning.
I am the recipient of the Best Track Manuscript Recognition by the IEEE Circuits and Systems Society and of the 2023 INNS Doctoral Dissertation Award.
Join me at the ML4Wireless Workshop @ ICML 2025!
👉https://sites.google.com/uniroma1.it/ml4wireless
Latest News
02/04 Glad that our paper "Generalizing Medical Image Representations via Quaternion Wavelet Networks" has been accepted in Neurocomputing!👉Read the Paper!
20/03 We will organize the ML4Wireless Workshop at ICML 2025!
09/03 Out the results of MathByNight2025, the applied maths hackathon under our third mission project "YRiA - Young Researchers in Action"! Have a look at the results here!
06/03 "Closing The Modality Gap Enables Novel Multimodal Learning Applications" accepted at the ICLR 2025 Re-Align Workshop :)
22/01 GRAM has been accepted at ICLR2025! See you in Singapore!
22/11 Happy to give a talk on Multimodal Learning and Alignment at the Center for Data Science, NYU!
01/09 I will be the Special session co-chair of IJCNN 2025 in Rome!
29/07 I am the Technical co-chair of the IEEE Symposium on CI in Image, Signal Processing and Synthetic Media of SSCI 2025!
15/07 Our paper "Language-Oriented Semantic Latent Representation for Image Transmission" has been accepted at MLSP 2024 and will be presented in London, the 25th of September.
07/06 I received the Caianiello's Best PhD Thesis Award from the Italian Neural Networks Society! 😃
01/05 Glad that our paper "Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning" has been accepted in IEEE Signal Processing Magazine!🤩 Read the preprint on ArXiv and check it on IEEEXplore!
20/04 Our paper "Attention-map augmentation for hypercomplex breast cancer classification" has been accepted to Pattern Recognition Letters!
15/03 Our paper "Towards Explaining Hypercomplex Neural Networks" has been accepted at IEEE WCCI 2024 in Japan!
12/03 Our paper "Semantic Communication Challenges: Understanding Dos and Avoiding Don’ts" has been accepted to IEEE VTC Spring 2024!
11/03 The Special Session "Generative Semantic Communication: How Generative Models Enhance Semantic Communications" has been scheduled for Wed, 17 Apr, 08:30 - 10:30 (UTC +9) Location: Room 205B, Coex, Seoul, Korea!
16/02 My third mission project "YRIA: Young Researchers in Action" in collaboration with the Liceo Scientifico G.B. Grassi Latina has won funding for next year!
07-09/02 The ISPAMM Lab has visited Prof. Joshua Reiss at the C4DM, Queen mary University of London and Prof. Danilo Mandic at Imperial College London.
01/02 I receive the "Premio Elio Di Claudio" of the DIET Dept. of Sapienza University of Rome for my PhD Thesis!
30/01 I have been in Bologna to present our recent advances on generative semantic communication at the RESTART PLenary Workshop.
22/12 I am joining the Editorial Board of IEEE TNNLS as an Associate Editor!
13/12 Two papers accepted at ICASSP 2024! "Diffusion models for audio semantic communication" and "Enhancing Semantic Communication with Deep Generative Models -- An ICASSP Special Session Overview"!
13/12 "GROUSE: A Task and Model Agnostic Wavelet-Driven Framework for Medical Imaging" has been selected as SPS Journal Presentation at ICASSP 2024!
11/12 I joined the Editorial Board of Elsevier Digital Signal Processing.
08-10/11 I spent inspiring days at the BrainLink X-Lab Day in Korea, looking forward to collaborating with so many interesting researchers.
06/10 "GROUSE: A Task and Model Agnostic Wavelet-Driven Framework for Medical Imaging" has been accepted for publication in IEEE Signal Processing Letters!
01/10 I will give the talk "Diffusion models beyond bit recovery" at the BrainLink Workshop in Korea from 8th to 10th of November!
11/09 I gave the keynote "Generative Semantic Communication: How Generative Models Enhance Semantic Communications" at the 2nd Workshop on Semantic Communication for 6G in conjunction with IEEE SECON 2023 in Madrid, Spain!