TY - GEN
T1 - Feature-based Joint Planning and Norm Learning in Collaborative Games
AU - Ho, Mark K.
AU - MacGlashan, James
AU - Greenwald, Amy
AU - Littman, Michael L.
AU - Hilliard, Elizabeth M.
AU - Trimbach, Carl
AU - Brawner, Stephen
AU - Tenenbaum, Joshua B.
AU - Kleiman-Weiner, Max
AU - Austerweil, Joseph L.
N1 - Publisher Copyright:
© 2016 Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016. All rights reserved.
PY - 2016
Y1 - 2016
N2 - People often use norms to coordinate behavior and accomplish shared goals. But how do people learn and represent norms? Here, we formalize the process by which collaborating individuals (1) reason about group plans during interaction, and (2) use task features to abstractly represent norms. In Experiment 1, we test the assumptions of our model in a gridworld that requires coordination and contrast it with a “best response” model. In Experiment 2, we use our model to test whether group members' joint planning relies more on state features independent of other agents (landmark-based features) or state features determined by the configuration of agents (agent-relative features).
AB - People often use norms to coordinate behavior and accomplish shared goals. But how do people learn and represent norms? Here, we formalize the process by which collaborating individuals (1) reason about group plans during interaction, and (2) use task features to abstractly represent norms. In Experiment 1, we test the assumptions of our model in a gridworld that requires coordination and contrast it with a “best response” model. In Experiment 2, we use our model to test whether group members' joint planning relies more on state features independent of other agents (landmark-based features) or state features determined by the configuration of agents (agent-relative features).
KW - computational modeling
KW - features
KW - joint intentionality
KW - norms
KW - reinforcement learning
KW - team reasoning
UR - http://www.scopus.com/inward/record.url?scp=85139232969&partnerID=8YFLogxK
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M3 - Conference contribution
AN - SCOPUS:85139232969
T3 - Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016
SP - 1158
EP - 1163
BT - Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016
A2 - Papafragou, Anna
A2 - Grodner, Daniel
A2 - Mirman, Daniel
A2 - Trueswell, John C.
T2 - 38th Annual Meeting of the Cognitive Science Society: Recognizing and Representing Events, CogSci 2016
Y2 - 10 August 2016 through 13 August 2016
ER -