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{ "pk": 28404, "title": "Heuristics, hacks, and habits:Boundedly optimal approaches to learning, reasoning and decision making", "subtitle": null, "abstract": "Humans regularly perform tasks that require combining infor-mation across several sources of information to learn, reason,and make decisions. Bayesian models provide a computa-tional framework, and a normative account, for how humanscarry out these tasks. However, exact inference is intractablein most real-world situations, and extensive empirical workshows that human behavior often deviates significantly fromthe Bayesian optimum. A promising possibility is that peopleinstead approximate rational solutions using bounded avail-able resources. In this workshop, we bring together lead-ing researchers from cognitive science, neuroscience and ma-chine learning to build a better understanding of bounded op-timality in how humans learn, reason and make decisions.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Heuristics; Resource rationality; Reasoning; De-cision making; Reinforcement learning; Machine learning" } ], "section": "Workshops", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/6h58b402", "frozenauthors": [ { "first_name": "Ishita", "middle_name": "", "last_name": "Dasgupta", "name_suffix": "", "institution": "Harvard University", "department": "" }, { "first_name": "Eric", "middle_name": "", "last_name": "Schulz", "name_suffix": "", "institution": "Harvard University", "department": "" }, { "first_name": "Jessica", "middle_name": "B.", "last_name": "Hamrick", "name_suffix": "", "institution": "DeepMind", "department": "" }, { "first_name": "Joshua", "middle_name": "B.", "last_name": "Tenenbaum", "name_suffix": "", "institution": "Massachusetts Institute of Technology", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2019-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28404/galley/18275/download/" } ] }