Connectionism
Connectionism is the view that cognition arises from networks of simple units, with information distributed across the network and processing run in parallel.
Why parallel and distributed?
Real brains are massively parallel and lose function gracefully under damage. A distributed network model captures that better than a serial pipeline.
Contrasts with the Information Processing Approach, which is more serial and stage-based. Modern neural networks are the obvious descendant.