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Unsupervised learning for robust working memory

Fig 7

The effect of differential plasticity under various levels of global perturbation and learning rates.

A-B: Activity pattern during three successive trials (A) and at the end of delay period for various stimulus locations (B) after reaching the steady state with αd = 10−3 and 30% global perturbation (yellow box in E,F). C-D: Evolution of decoding error (C) and normalized deviation of spatial selectivity (D). E-F: Heatmap showing decoding error (E) and normalized deviation of spatial selectivity (F) after reaching steady state under different learning rates αd and perturbation strengths p. The green box and yellow box correspond to the case showing recovery of translation-invariance (Fig 6) and the case with breaking-down of translation-invariance (Fig 7A–7D).

Fig 7

doi: https://doi.org/10.1371/journal.pcbi.1009083.g007