477 citations · 491 across the 18 of their papers we have counts for
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Semantic Compression via Multimodal Representation Learning
Eleonora Grassucci, Giordano Cicchetti, Aurelio Uncini +1
Multimodal representation learning produces high-dimensional embeddings that align diverse modalities in a shared latent space. While this enables strong generalization, it also in…
PHYDI: Initializing Parameterized Hypercomplex Neural Networks as Identity Functions
Matteo Mancanelli, Eleonora Grassucci, Aurelio Uncini +1
Neural models based on hypercomplex algebra systems are growing and prolificating for a plethora of applications, ranging from computer vision to natural language processing. Hand…
Enhancing Semantic Communication with Deep Generative Models -- An ICASSP Special Session Overview
Eleonora Grassucci, Yuki Mitsufuji, Ping Zhang +1
Semantic communication is poised to play a pivotal role in shaping the landscape of future AI-driven communication systems. Its challenge of extracting semantic information from th…