8 results for “topic:network-dismantling”
Repository of scripts and data for the "Robustness and resilience of complex networks" paper by Oriol Artime, Marco Grassia, Manlio De Domenico, James P. Gleeson, Hernán A. Makse, Giuseppe Mangioni, Matjaž Perc and Filippo Radicchi, published at Nature Review Physics (2024). https://doi.org/10.1038/s42254-023-00676-y
Repository of the paper "Machine learning dismantling and early-warning signals of disintegration in complex systems" by M. Grassia, M. De Domenico and G. Mangioni
GND and GNDR network dismantling algorithm
The official implementation for Learning Network Dismantling without Handcrafted Inputs (AAAI 2026 oral)
Repository of the paper "CoreGDM: Geometric Deep Learning Network Decycling and Dismantling" by M. Grassia and G. Mangioni
Network of Networks construction via percolation procedure
CentriLearn is a reinforcement learning framework based on graph neural networks for solving combinatorial optimization problems in complex networks, such as network dismantling.
⚠️ Develop machine learning warning systems that enhance human agency, reduce harm, and maintain ethical decision-making in automated processes.