{"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/human-interaction-with-recommendation-systems","title":"Human Interaction with Recommendation Systems","arxiv_id":"1703.00535","date":"2017-03-01","proceeding":null,"authors":["Sven Schmit","Carlos Riquelme"],"abstract":"Many recommendation algorithms rely on user data to generate recommendations.\nHowever, these recommendations also affect the data obtained from future users.\nThis work aims to understand the effects of this dynamic interaction. We\npropose a simple model where users with heterogeneous preferences arrive over\ntime. Based on this model, we prove that naive estimators, i.e. those which\nignore this feedback loop, are not consistent. We show that consistent\nestimators are efficient in the presence of myopic agents. Our results are\nvalidated using extensive simulations.","url_abs":"http://arxiv.org/abs/1703.00535v3","url_pdf":"http://arxiv.org/pdf/1703.00535v3.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":"human-interaction-with-recommendation-systems","repo_url":"https://github.com/schmit/human_interaction","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"recommendation-systems","task_name":"Recommendation Systems"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1703.00535","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1703.00535"}},"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/schmit/human_interaction","reach":null}],"summary":{"unverified":2},"by_repo_kind":{"official":{"samples":2,"ran":0,"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":"4842c0147c61b274","entry":"create_paths","repo":"schmit/human_interaction","repo_kind":"official","path":"src/plot_bias_regret.py","file_url":"https://github.com/schmit/human_interaction/blob/HEAD/src/plot_bias_regret.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4842c0147c61b274"}},{"code_sha256_prefix":"848ac7bc50e0f726","entry":"run_regret_sim","repo":"schmit/human_interaction","repo_kind":"official","path":"src/plot_bias_regret.py","file_url":"https://github.com/schmit/human_interaction/blob/HEAD/src/plot_bias_regret.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"848ac7bc50e0f726"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}