{"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/counting-to-explore-and-generalize-in-text","title":"Counting to Explore and Generalize in Text-based Games","arxiv_id":"1806.11525","date":"2018-06-29","proceeding":null,"authors":["Xingdi Yuan","Marc-Alexandre Côté","Alessandro Sordoni","Romain Laroche","Remi Tachet des Combes","Matthew Hausknecht","Adam Trischler"],"abstract":"We propose a recurrent RL agent with an episodic exploration mechanism that\nhelps discovering good policies in text-based game environments. We show\npromising results on a set of generated text-based games of varying difficulty\nwhere the goal is to collect a coin located at the end of a chain of rooms. In\ncontrast to previous text-based RL approaches, we observe that our agent learns\npolicies that generalize to unseen games of greater difficulty.","url_abs":"http://arxiv.org/abs/1806.11525v2","url_pdf":"http://arxiv.org/pdf/1806.11525v2.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":"counting-to-explore-and-generalize-in-text","repo_url":"https://github.com/xingdi-eric-yuan/TextWorld-Coin-Collector","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"counting-to-explore-and-generalize-in-text","repo_url":"https://github.com/IBM/context-relevant-pruning-textrl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"text-based-games","task_name":"text-based games"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=1806.11525","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1806.11525"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/IBM/context-relevant-pruning-textrl","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xingdi-eric-yuan/TextWorld-Coin-Collector","reach":{"status":"ok","spdx":"NOASSERTION"}}],"summary":{"ran_draft_wrong":1},"by_repo_kind":{"listed":{"samples":1,"ran":1,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"ae2e1869e95d01d1","entry":"topk_attention","repo":"IBM/context-relevant-pruning-textrl","repo_kind":"listed","path":"crest/agents/lstm_drqn/prepare_gist.py","file_url":"https://github.com/IBM/context-relevant-pruning-textrl/blob/HEAD/crest/agents/lstm_drqn/prepare_gist.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ae2e1869e95d01d1"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}