Lorenzo Giusti

awesome-topological-deep-learning. A curated list of topological deep learning (TDL) resources and links.

Simplicial-Attention-Networks. Official Repository for Simplicial Attention Networks

MaRF. Official Repository for MaRF: Representing Mars as Neural Radiance Fields

on-oversquashing. Official repository for On Over-Squashing in Message Passing Neural Networks (ICML 2023)

can. Official repository for Cell Attention Networks

Autoencoder-Aided-Graph-Convolutional-Neural-Network. 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.

awesome-ml-summaries. Summaries of relevant research papers in machine learning

embargo. EMBARGO is a high-performance Rust tool that extracts and formats whole codebases into LLM-optimized dependency graphs.

Heterogeneous_XNN. Magnetic Resonance Imaging (MRI) for Brain Tumor Classification

ADM-HM2-GP13. 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.

Federated-Heatmaps. Python Implementation of Towards Sparse Federated Analytics: Location Heatmaps under Distributed Differential Privacy with Secure Aggregation (https://arxiv.org/abs/2111.02356)

ADM-HW4-GP29. Homework4 for the algorithmic methods of data mining course

awesome-neural-geometry. A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

GCNN. This is an implementation of Graph Convolutional Networks for the task of (semi-supervised) classification of nodes in a graph.

ADM-HW3-GP2. Jupyter Notebook

inception. Automatic face extraction and classification using Facenet architecture

ADM-GP22-HW5. Jupyter Notebook

ole. Rust