{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/one-to-one-mapping-between-stimulus-and","title":"One-to-one Mapping between Stimulus and Neural State: Memory and Classification","arxiv_id":"1805.09001","date":"2018-05-23","proceeding":null,"authors":["Sizhong Lan"],"abstract":"Synaptic strength can be seen as probability to propagate impulse, and\naccording to synaptic plasticity, function could exist from propagation\nactivity to synaptic strength. If the function satisfies constraints such as\ncontinuity and monotonicity, neural network under external stimulus will always\ngo to fixed point, and there could be one-to-one mapping between external\nstimulus and synaptic strength at fixed point. In other words, neural network\n\"memorizes\" external stimulus in its synapses. A biological classifier is\nproposed to utilize this mapping.","url_abs":"http://arxiv.org/abs/1805.09001v6","url_pdf":"http://arxiv.org/pdf/1805.09001v6.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"one-to-one-mapping-between-stimulus-and","repo_url":"https://github.com/lansiz/neuron","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}