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Konstantinos Kalais

1 accepted papers

2022

Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning

ICML 2022oral

This work addresses meta-learning (ML) by considering deep networks with stochastic local winner-takes-all (LWTA) activations. This type of network units results in sparse representations from each model layer, as the units are organized into blocks where only one unit generates a non-zero output. T…