320 citations · 906 across the 68 of their papers we have counts for
3 papers · 1 filter
Neural Algorithmic Reasoning for Combinatorial Optimisation
Dobrik Georgiev, Danilo Numeroso, Davide Bacciu +1
Solving NP-hard/complete combinatorial problems with neural networks is a challenging research area that aims to surpass classical approximate algorithms. The long-term objective i…
Federated Adaptation of Reservoirs via Intrinsic Plasticity
Valerio De Caro, Claudio Gallicchio, Davide Bacciu
We propose a novel algorithm for performing federated learning with Echo State Networks (ESNs) in a client-server scenario. In particular, our proposal focuses on the adaptation of…
Concentric ESN: Assessing the Effect of Modularity in Cycle Reservoirs
Davide Bacciu, Andrea Bongiorno
The paper introduces concentric Echo State Network, an approach to design reservoir topologies that tries to bridge the gap between deterministically constructed simple cycle model…