Lyapunov-based optimization of edge resources for energy-efficient adaptive federated learning C Battiloro, P Di Lorenzo, M Merluzzi, S Barbarossa IEEE Transactions on Green Communications and Networking 7 (1), 265-280, 2022 | 33 | 2022 |
Generalized simplicial attention neural networks C Battiloro, L Testa, L Giusti, S Sardellitti, P Di Lorenzo, S Barbarossa arXiv preprint arXiv:2309.02138, 2023 | 27* | 2023 |
Cell attention networks L Giusti, C Battiloro, L Testa, P Di Lorenzo, S Sardellitti, S Barbarossa 2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023 | 26 | 2023 |
Dynamic resource optimization for adaptive federated learning at the wireless network edge P Di Lorenzo, C Battiloro, M Merluzzi, S Barbarossa ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 12 | 2021 |
From latent graph to latent topology inference: Differentiable cell complex module C Battiloro, I Spinelli, L Telyatnikov, M Bronstein, S Scardapane, ... ICLR 2024, 2023 | 11 | 2023 |
Simplicial attention networks L Giusti, C Battiloro, P Di Lorenzo, S Sardellitti, S Barbarossa Preprint, 2022 | 11 | 2022 |
Tangent bundle filters and neural networks: From manifolds to cellular sheaves and back C Battiloro, Z Wang, H Riess, P Di Lorenzo, A Ribeiro ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 10 | 2023 |
Energy-efficient classification at the wireless edge with reliability guarantees M Merluzzi, C Battiloro, P Di Lorenzo, EC Strinati 2022 IEEE International Conference on Communications Workshops (ICC …, 2022 | 9 | 2022 |
Topological slepians: Maximally localized representations of signals over simplicial complexes C Battiloro, P Di Lorenzo, S Barbarossa ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 8 | 2023 |
Goal-oriented communications for the IoT: System design and adaptive resource optimization P Di Lorenzo, M Merluzzi, F Binucci, C Battiloro, P Banelli, EC Strinati, ... IEEE Internet of Things Magazine 6 (4), 26-32, 2023 | 7 | 2023 |
Tangent bundle convolutional learning: from manifolds to cellular sheaves and back C Battiloro, Z Wang, H Riess, P Di Lorenzo, A Ribeiro IEEE Transactions on Signal Processing, 2024 | 6 | 2024 |
Topological signal processing over weighted simplicial complexes C Battiloro, S Sardellitti, S Barbarossa, P Di Lorenzo ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 6 | 2023 |
Dynamic resource optimization for decentralized estimation in energy harvesting IoT networks C Battiloro, P Di Lorenzo, P Banelli, S Barbarossa IEEE Internet of Things Journal 8 (10), 8530-8542, 2020 | 6 | 2020 |
Dynamic resource optimization for adaptive federated learning empowered by reconfigurable intelligent surfaces C Battiloro, M Merluzzi, P Di Lorenzo, S Barbarossa ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 5 | 2022 |
ICML 2023 topological deep learning challenge: design and results M Papillon, M Hajij, A Myers, F Frantzen, G Zamzmi, H Jenne, J Mathe, ... Topological, Algebraic and Geometric Learning Workshops 2023, 3-8, 2023 | 4 | 2023 |
Pooling strategies for simplicial convolutional networks DM Cinque, C Battiloro, P Di Lorenzo ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 4 | 2023 |
TopoX: a suite of Python packages for machine learning on topological domains M Hajij, M Papillon, F Frantzen, J Agerberg, I AlJabea, R Ballester, ... arXiv preprint arXiv:2402.02441, 2024 | 3 | 2024 |
Dynamic resource optimization for decentralized signal estimation in energy harvesting wireless sensor networks P Di Lorenzo, C Battiloro, P Banelli, S Barbarossa ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 3 | 2019 |
E (n) Equivariant Topological Neural Networks C Battiloro, E Karaismailoğlu, M Tec, G Dasoulas, M Audirac, F Dominici arXiv preprint arXiv:2405.15429, 2024 | 2 | 2024 |
Stability of Graph Convolutional Neural Networks through the lens of small perturbation analysis L Testa, C Battiloro, S Sardellitti, S Barbarossa ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | 2 | 2024 |