Global concept-based interpretability for graph neural networks via neuron analysis H Xuanyuan, P Barbiero, D Georgiev, LC Magister, P Lió Proceedings of the AAAI Conference on Artificial Intelligence 37 (9), 10675 …, 2023 | 38 | 2023 |
Neural Bipartite Matching D Georgiev, P Lió Graph Representation Learning & Beyond (ICML workshop), 2020 | 32 | 2020 |
Algorithmic Concept-based Explainable Reasoning D Georgiev, P Barbiero, D Kazhdan, P Veličković, P Liò Proceedings of the AAAI Conference on Artificial Intelligence 36 (6), 6685-6693, 2022 | 23 | 2022 |
Hypergraph factorization for multi-tissue gene expression imputation R Viñas, CK Joshi, D Georgiev, P Lin, B Dumitrascu, ER Gamazon, P Liò Nature Machine Intelligence, 1-15, 2023 | 22 | 2023 |
HEAT: Hyperedge Attention Networks D Georgiev, M Brockschmidt, M Allamanis Transactions on Machine Learning Research 2022 (2835-8856), https …, 2022 | 20 | 2022 |
Neural Algorithmic Reasoning for Combinatorial Optimisation D Georgiev, D Numeroso, D Bacciu, P Liò The Second Learning on Graphs Conference, 2023 | 17 | 2023 |
Parallel Algorithms Align with Neural Execution V Engelmayer, D Georgiev, P Veličković The Second Learning on Graphs Conference, 2023 | 10 | 2023 |
PyTorch, Explain! A Python library for Logic Explained Networks P Barbiero, G Ciravegna, D Georgiev, F Giannini arXiv preprint arXiv:2105.11697, 2021 | 9 | 2021 |
Beyond Erdos-Renyi: Generalization in Algorithmic Reasoning on Graphs DG Georgiev, P Lio, J Bachurski, J Chen, T Shi, L Giusti The Second Learning on Graphs Conference, 2023 | 5 | 2023 |
NARTI: Neural Algorithmic Reasoning for Trajectory Inference D Georgiev, R Vinas, S Considine, B Dumitrascu, P Lio The 2023 ICML Workshop on Computational Biology., 2023 | 4 | 2023 |
The Deep Equilibrium Algorithmic Reasoner D Georgiev, P Liò, D Buffelli arXiv preprint arXiv:2402.06445, 2024 | 2 | 2024 |
LENs: a Python library for Logic Explained Networks. P Barbiero, G Ciravegna, D Georgiev, F Giannini CoRR, 2021 | 1 | 2021 |
Deep Equilibrium Algorithmic Reasoning D Georgiev, JJ Wilson, D Buffelli, P Liò arXiv preprint arXiv:2410.15059, 2024 | | 2024 |
Neural Algorithmic Reasoning with Multiple Correct Solutions Z Kujawa, J Poole, D Georgiev, D Numeroso, P Liò arXiv preprint arXiv:2409.06953, 2024 | | 2024 |