no code implementations • 7 Jun 2023 • Francesco Ceccarelli, Lorenzo Giusti, Sean B. Holden, Pietro Liò
Proteins perform much of the work in living organisms, and consequently the development of efficient computational methods for protein representation is essential for advancing large-scale biological research.
1 code implementation • 6 Jun 2023 • Lorenzo Giusti, Teodora Reu, Francesco Ceccarelli, Cristian Bodnar, Pietro Liò
Our message passing scheme accounts for the aforementioned limitations by letting the cells to receive also lower messages within each layer.
Ranked #1 on Graph Classification on HIV dataset
no code implementations • 1 Sep 2022 • Valeria Cimini, Mauro Valeri, Emanuele Polino, Simone Piacentini, Francesco Ceccarelli, Giacomo Corrielli, Nicolò Spagnolo, Roberto Osellame, Fabio Sciarrino
Estimation of physical quantities is at the core of most scientific research and the use of quantum devices promises to enhance its performances.
no code implementations • 2 Jan 2022 • Mohammadamin Tavakoli, Alexander Shmakov, Francesco Ceccarelli, Pierre Baldi
To achieve such skills, it is important to develop good representations of chemical reactions, or good deep learning architectures that can learn such representations automatically from the data.