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{ "pk": 29897, "title": "Accurate representation for spatial cognition using grid cells", "subtitle": null, "abstract": "Spatial cognition relies on an internal map-like representationof space provided by hippocampal place cells, which in turnare thought to rely on grid cells as a basis. Spatial Seman-tic Pointers (SSP) have been introduced as a way to representcontinuous spaces and positions via the activity of a spikingneural network. In this work, we further develop SSP rep-resentation to replicate the firing patterns of grid cells. Thisadds biological realism to the SSP representation and links bi-ological findings with a larger theoretical framework for rep-resenting concepts. Furthermore, replicating grid cell activitywith SSPs results in greater accuracy when constructing placecells.Improved accuracy is a result of grid cells forming the op-timal basis for decoding positions and place cell output. Ourresults have implications for modelling spatial cognition andmore general cognitive representations over continuous vari-ables.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Neural Engineering Framework; Semantic PointerArchitecture; spatial semantic pointer; spatial representation;spiking neural networks; cognitive maps; grid cells; place cells" } ], "section": "Poster Session 2", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/8720b88v", "frozenauthors": [ { "first_name": "Nicole", "middle_name": "Sandra-Yaffa", "last_name": "Dumont", "name_suffix": "", "institution": "University of Waterloo", "department": "" }, { "first_name": "Chris", "middle_name": "", "last_name": "Eliasmith", "name_suffix": "", "institution": "University of Waterloo", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2020-01-01T10:00:00-08:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/29897/galley/19751/download/" } ] }