Bridging the Gap Between Reservoirs and Neural Networks
Masanori Hashimoto,
Ángel López García-Arias,
Jaehoon Yu
Abstract:While reservoir computing is drawing attention, its applications are limited to small tasks. This chapter proposes a solution to this issue by introducing the Hidden-Fold Network, a recursive model with fixed random weights that resembles reservoir computing. The model is constructed based on recent discoveries in neural networks, namely the Strong Lottery Ticket Hypothesis and folding. By pruning an overparameterized model that is randomly initialized, it is possible to find accurate neural networks without t… Show more
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