Lorenzo Giusti's Projects
In this assignment we perform an analysis of Taxis in NYC. In particular, we are curious to answer to some specific research questions (RQs) that may help Taxi drivers in planning their movements throughout the city and the Taxi's users to have hints about the convenience of enjoying this service.
Homework4 for the algorithmic methods of data mining course
Collection of Artificial Intelligence projects.
A novel architecture and training strategy for graph neural networks (GNN). The proposed architecture, named as Autoencoder-Aided GNN (AA-GNN), compresses the convolutional features at multiple hidden layers, hinging on a novel end-to-end training procedure that learns different graph representations per each layer. As a result, the computational scalability improves and the best graph representations at each layer are learnt in a totally data-driven fashion.
Summaries of relevant research papers in machine learning
A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond
A curated list of topological deep learning (TDL) resources and links.
Official repository for Cell Attention Networks
Message Passing Neural Networks for Simplicial and Cell Complexes
Bidirectional LSTM Autoencoders for Anomaly Detection in Particles Accelerators Technical Infrastructure
This is an implementation of Graph Convolutional Networks for the task of (semi-supervised) classification of nodes in a graph.
Magnetic Resonance Imaging (MRI) for Brain Tumor Classification
Automatic face extraction and classification using Facenet architecture
Official Repository for MaRF: Representing Mars as Neural Radiance Fields
Monte Carlo sampling of Markov Chains (MC) for motif counting in graphlets.
Official repository for On Over-Squashing in Message Passing Neural Networks (ICML 2023)
Predict the popularity score of songs based on EEG signals
Host repository for the "Reproducible Deep Learning" PhD course
Official Repository for Simplicial Attention Networks