Exploiting Signal Propagation Delays to Match Task Memory Requirements in Reservoir Computing

S Iacob, J Dambre - Biomimetics, 2024 - mdpi.com
Recurrent neural networks (RNNs) transmit information over time through recurrent
connections. In contrast, biological neural networks use many other temporal processing …

[HTML][HTML] Memory–Non-Linearity Trade-Off in Distance-Based Delay Networks

S Iacob, J Dambre - Biomimetics, 2024 - mdpi.com
The performance of echo state networks (ESNs) in temporal pattern learning tasks depends
both on their memory capacity (MC) and their non-linear processing. It has been shown that …