Temporal similarity metrics for latent network reconstruction: The role of time-lag decay

•We design and validate simple metrics for latent network reconstruction inspired by the literature on link prediction.•Temporal similarity metrics can be highly effective in latent network reconstruction and require small computational time.•An extensive benchmarking of the resulting temporal similarity metrics is provided on both social networks and networks of different nature.