Analog Memories in a Balanced Rate-Based Network of E-I Neurons

Dylan Festa, Guillaume Hennequin, Mate Lengyel

Neural Information Processing Systems 

The persistent and graded activity often observed in cortical circuits is sometimes seen as a signature of autoassociative retrieval of memories stored earlier in synaptic efficacies. However, despite decades of theoretical work on the subject, the mechanisms that support the storage and retrieval of memories remain unclear. Previous proposals concerning the dynamics of memory networks have fallen short of incorporating some key physiological constraints in a unified way. Specifically, some models violate Dale's law (i.e.