Projects

Updated 9 months ago

torch-spatiotemporal • Rank 14.1 • Science 44%

tsl: a PyTorch library for processing spatiotemporal data.

deep-learning gnn graph-neural-networks pytorch spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction spatiotemporal spatiotemporal-data spatiotemporal-data-analysis spatiotemporal-forecasting temporal-data temporal-graphs

Updated 9 months ago

https://github.com/bnn-upc/atom_neural_traffic_compression • Science 23%

This repository contains de code and instructions to train the models and prepare the datasets for the experiments in the paper "Atom: Neural Traffic Compression with Spatio-Temporal Graph Neural Networks" accepted at the 2nd ACM CONEXT GNNet 2023 Workshop.

compression-algorithm graph-neural-networks spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction traffic-compression

Updated 9 months ago

verbal-explanations-of-spatio-temporal-graph-neural-networks-for-traffic-forecasting • Science 49%

An eXplainable AI system to elucidate short-term speed forecasts in traffic networks obtained by Spatio-Temporal Graph Neural Networks.

congestion-analysis explainable-ai feature-importance graph-neural-networks mcts-algorithm metr-la monte-carlo-tree-search natural-language-generation natural-language-processing nlp outcomes-analytics pems-bay post-hoc-explanation spatio-temporal-graph speed-prediction stgnn traffic-forecasting transparency trustworthy-ai xai

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Open Source Science

torch-spatiotemporal • Rank 14.1 • Science 44%

https://github.com/bnn-upc/atom_neural_traffic_compression • Science 23%

verbal-explanations-of-spatio-temporal-graph-neural-networks-for-traffic-forecasting • Science 49%