activity
20202026
most citedPHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions

37 citations · 146 across the 33 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

cs.MM2025

Controllable Audio-Visual Viewpoint Generation from 360° Spatial Information

Christian Marinoni, Riccardo Fosco Gramaccioni, Eleonora Grassucci +1

The generation of sounding videos has seen significant advancements with the advent of diffusion models. However, existing methods often lack the fine-grained control needed to gen…

cs.SD2025

FoleyGRAM: Video-to-Audio Generation with GRAM-Aligned Multimodal Encoders

Riccardo Fosco Gramaccioni, Christian Marinoni, Eleonora Grassucci +3

In this work, we present FoleyGRAM, a novel approach to video-to-audio generation that emphasizes semantic conditioning through the use of aligned multimodal encoders. Building on…

cs.LG2025

A TRIANGLE Enables Multimodal Alignment Beyond Cosine Similarity

Giordano Cicchetti, Eleonora Grassucci, Danilo Comminiello

Multimodal learning plays a pivotal role in advancing artificial intelligence systems by incorporating information from multiple modalities to build a more comprehensive representa…

cs.LG2025

Training-Free Multimodal Guidance for Video to Audio Generation

Eleonora Grassucci, Giuliano Galadini, Giordano Cicchetti +3

Video-to-audio (V2A) generation aims to synthesize realistic and semantically aligned audio from silent videos, with potential applications in video editing, Foley sound design, an…

cs.LG2025

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…

cs.CY2025

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education

Eleonora Grassucci, Gualtiero Grassucci, Aurelio Uncini +1

Artificial Intelligence (AI) holds transformative potential in education, enabling personalized learning, enhancing inclusivity, and encouraging creativity and curiosity. In this p…