{"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/a-roadmap-towards-machine-intelligence","title":"A Roadmap towards Machine Intelligence","arxiv_id":"1511.08130","date":"2015-11-25","proceeding":null,"authors":["Tomas Mikolov","Armand Joulin","Marco Baroni"],"abstract":"The development of intelligent machines is one of the biggest unsolved\nchallenges in computer science. In this paper, we propose some fundamental\nproperties these machines should have, focusing in particular on communication\nand learning. We discuss a simple environment that could be used to\nincrementally teach a machine the basics of natural-language-based\ncommunication, as a prerequisite to more complex interaction with human users.\nWe also present some conjectures on the sort of algorithms the machine should\nsupport in order to profitably learn from the environment.","url_abs":"http://arxiv.org/abs/1511.08130v2","url_pdf":"http://arxiv.org/pdf/1511.08130v2.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":"a-roadmap-towards-machine-intelligence","repo_url":"https://github.com/facebookresearch/CommAI-env","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"exists_but_no_tree"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1511.08130","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}