Giusti, Lorenzo

1. On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
   2023/02/06 by Francesco Di Giovanni, Di Giovanni, Francesco, Lorenzo Giusti +9 · 27 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
2. Generalized Simplicial Attention Neural Networks
   2023/09/05 by Claudio Battiloro, Lucia Testa, Battiloro, Claudio +9 · 6 citations
   Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Topological and Geometric Data Analysis
3. CIN++: Enhancing Topological Message Passing
   2023/06/06 by Lorenzo Giusti, Teodora Reu, Giusti, Lorenzo +7 · 4 citations
   Engineering · Neuroscience · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Molecular Communication and Nanonetworks #Neural dynamics and brain function
4. Federation of Agents: A Semantics-Aware Communication Fabric for Large-Scale Agentic AI
   2025/09/24 by Lorenzo Giusti, Giusti, Lorenzo, Ole Anton Werner +19 · 1 voice
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #cs.AI #cs.CL
5. Cell Attention Networks
   2022/09/16 by Lorenzo Giusti, Giusti, Lorenzo, Claudio Battiloro +9 · 1 citation
   Computer Science · Neuroscience · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
6. Neural Embeddings for Protein Graphs
   2023/06/07 by Francesco Ceccarelli, Ceccarelli, Francesco, Lorenzo Giusti +5 · 1 citation
   Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Protein Structure and Dynamics #Quantitative Methods (q-bio.QM)
7. A Federated Learning Platform as a Service for Advancing Stroke Management in European Clinical Centers
   2024/10/02 by Santos, Diogo Reis, Aillet, Albert Sund, Boiano, Antonio +10 · 1 citation
   #Computers and Society (cs.CY) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)