Keywords memory spatial cognition path integration recurrent network neural integrator neural circuit Neural codes for declarative memory and spatial cognition Investigations of neural circuits important for declarative memory (see Glossary) and spatial cognition are dominated by the idea that neurons employ localised and relatively sparse codes [1–3].