Time Makes Space: Emergence of Place Fields in Networks Encoding Temporally Continuous Sensory Experiences

Here we show that place cells emerge in networks trained to remember temporally continuous sensory episodes. We model CA3 as a recurrent autoencoder that recalls and reconstructs sensory experiences from noisy and partially occluded observations by agents traversing simulated arenas.