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{ "pk": 30058, "title": "Adventures in Flatland: Perceiving Social Interactions Under Physical Dynamics", "subtitle": null, "abstract": "People make fast, spontaneous, and consistent judgementsof social situations, even in complex physical contexts withmultiple-body dynamics (e.g. pushing, lifting, carrying, etc.).What mental computations make such judgments possible? Dopeople rely on low-level perceptual cues, or on abstract con-cepts of agency, action, and force? We describe a new exper-imental paradigm, Flatland, for studying social inference inphysical environments, using automatically generated interac-tive scenarios. We show that human interpretations of events inFlatland can be explained by a computational model that com-bines inverse hierarchical planning with a physical simulationengine to reason about objects and agents. This model out-performs cue-based alternatives based on hand-coded (multi-nomial logistic regression) and learned (LSTM) features. Ourresults suggest that humans could use a combination of intu-itive physics and hierarchical planning to interpret complex in-teractive scenarios encountered in daily life.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "social perception; theory of mind; intuitivephysics; Bayesian inverse planning; hierarchical planning" } ], "section": "Poster Session 3", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/8ms286cp", "frozenauthors": [ { "first_name": "Tianmin", "middle_name": "", "last_name": "Shu", "name_suffix": "", "institution": "Massachusetts Institute of Technology", "department": "" }, { "first_name": "Marta", "middle_name": "", "last_name": "Kryven", "name_suffix": "", "institution": "Massachusetts Institute of Technology", "department": "" }, { "first_name": "Tomer", "middle_name": "D.", "last_name": "Ullman", "name_suffix": "", "institution": "Harvard University", "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": "2020-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/30058/galley/19912/download/" } ] }