Publications

K. A. Smith, J. B. Hamrick, A. N. Sanborn, P. W. Battaglia, T. Gerstenberg, T. D. Ullman, J. B. Tenenbaum (submitted). Probabilistic models of physical reasoning.

A. F. Langenhoff, A. Wiegmann, J. Y. Halpern, J. B. Tenenbaum, T. Gerstenberg (submitted). Predicting responsibility judgments from dispositional inferences and causal attributions.

Preprint Github

L. Niemi, J. Hartshorne, T. Gerstenberg, L. Young (submitted). Moral values pervade implicit and explicit causal attribution: Evidence from basic language processing.

F. A Sosa, T. D Ullman, J. B Tenenbaum, S. J Gershman, T. Gerstenberg (submitted). Moral dynamics: Grounding moral judgment in intuitive physics and intuitive psychology.

G. Grinfeld, D. A. Lagnado, T. Gerstenberg, J. F. Woodward, M. Usher (submitted). Causal responsibility and robust causation.

T. Gerstenberg, T. F. Icard (2019). Expectations affect physical causation judgments. Journal of Experimental Psychology: General.

Preprint Link Github OSF

J. F. Kominsky, T. Gerstenberg, M. Pelz, H. Singmann, M. Sheskin, F. Keil (2019). The trajectory of counterfactual simulation in development. Proceedings of the 41st Annual Conference of the Cognitive Science Society.

A. Morris, J. Phillips, T. Gerstenberg, F. Cushman (2019). Quantitative causal selection patterns in token causation. PLoS ONE.

N. R. Bramley, T. Gerstenberg, R. Mayrhofer, D. A. Lagnado (2019). Intervening in time. Time and Causality Across the Sciences.

I. Yildirim, B. Saeed, G. Bennett-Pierre, T. Gerstenberg, J. B. Tenenbaum, H. Gweon (2019). Explaining intuitive difficulty judgments by modeling physical effort and risk. Proceedings of the 41st Annual Conference of the Cognitive Science Society.

N. R. Bramley, T. Gerstenberg, R. Mayrhofer, D. A. Lagnado (2018). Time in causal structure learning. Journal of Experimental Psychology: Learning, Memory, and Cognition.

N. R. Bramley, T. Gerstenberg, J. B. Tenenbaum, T. M. Gureckis (2018). Intuitive experimentation in the physical world. Cognitive Psychology.

Preprint PDF Github Press: Medium

T. Gerstenberg, T. D. Ullman, J. Nagel, M. Kleiman-Weiner, D. A. Lagnado, J. B. Tenenbaum (2018). Lucky or clever? From expectations to responsibility judgments. Cognition.

K. Koskuba, T. Gerstenberg, H. Gordon, D. A. Lagnado, A. Schlottmann (2018). What's fair? How children assign reward to members of teams with differing causal structures. Cognition.

A. Morris, J. Phillips, T. Icard, J. Knobe, T. Gerstenberg, F. Cushman (2018). Judgments of actual causation approximate the effectiveness of interventions. PsyArXiv.

T. Gerstenberg, M. H. Siegel, J. B. Tenenbaum (2018). What happened? Reconstructing the past from vision and sound. Proceedings of the 40th Annual Conference of the Cognitive Science Society.

M. A Gates, T. L Veuthey, M. Henry Tessler, K. A Smith, T. Gerstenberg, L. Bayet, J. B Tenenbaum (2018). Tiptoeing around it: Inference from absence in potentially offensive speech. Proceedings of the 40th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, M. Peterson, N. D. Goodman, D. A. Lagnado, J. B. Tenenbaum (2017). Eye-tracking causality. Psychological Science.

PDF Github OSF Press: MIT News Press: Seeker Press: MedicalResearch.com

I. Yildirim, T. Gerstenberg, B. Saeed, M. Toussant, J. B. Tenenbaum (2017). Physical problem solving: Joint planning with symbolic, geometric, and dynamic constraints. Proceedings of the 39th Annual Conference of the Cognitive Science Society.

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S. Stephan, P. Willemsen, T. Gerstenberg (2017). Marbles in inaction: Counterfactual simulation and causation by omission. Proceedings of the 39th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, J. B. Tenenbaum (2017). Intuitive Theories. Oxford Handbook of Causal Reasoning.

T. Gerstenberg, L. Zhou, K. A. Smith, J. B. Tenenbaum (2017). Faulty towers: A hypothetical simulation model of physical support. Proceedings of the 39th Annual Conference of the Cognitive Science Society.

PDF Slides Github

D. A. Lagnado, T. Gerstenberg (2017). Causation in legal and moral reasoning. Oxford Handbook of Causal Reasoning.

N. R. Bramley, R. Mayrhofer, T. Gerstenberg, D. A. Lagnado (2017). Causal learning from interventions and dynamics in continuous time. Proceedings of the 39th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, J. B. Tenenbaum (2016). Understanding ``almost'': Empirical and computational studies of near misses. Proceedings of the 38th Annual Conference of the Cognitive Science Society.

S. J. Gershman , T. Gerstenberg, C. L. Baker, F. Cushman (2016). Plans, habits, and theory of mind. PLoS ONE.

N. R. Bramley, T. Gerstenberg, J. B. Tenenbaum (2016). Natural science: Active learning in dynamic physical microworlds. Proceedings of the 38th Annual Conference of the Cognitive Science Society.

L. Niemi, J. Hartshorne, T. Gerstenberg, L. Young (2016). Implicit measurement of motivated causal attribution. Proceedings of the 38th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, J. Y. Halpern, J. B. Tenenbaum (2015). Responsibility judgments in voting scenarios. Proceedings of the 37th Annual Conference of the Cognitive Science Society.

M. Kleiman-Weiner, T. Gerstenberg, S. Levine, J. B. Tenenbaum (2015). Inference of intention and permissibility in moral decision making. Proceedings of the 37th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, N. D. Goodman, D. A. Lagnado, J. B. Tenenbaum (2015). How, whether, why: Causal judgments as counterfactual contrasts. Proceedings of the 37th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster

K. Allen, J. Jara-Ettinger, T. Gerstenberg, M. Kleiman-Weiner, J. B. Tenenbaum (2015). Go fishing! Responsibility judgments when cooperation breaks down. Proceedings of the 37th Annual Conference of the Cognitive Science Society.

N. D. Goodman, J. B. Tenenbaum, T. Gerstenberg (2015). Concepts in a probabilistic language of thought. The Conceptual Mind: New Directions in the Study of Concepts.

J. F. Kominsky, J. Phillips, T. Gerstenberg, D. A. Lagnado, J. Knobe (2015). Causal superseding. Cognition.

M. D. Alicke, D. R. Mandel, D. Hilton, T. Gerstenberg, D. A. Lagnado (2015). Causal conceptions in social explanation and moral evaluation: A historical tour. Perspectives on Psychological Science.

D. A. Lagnado, T. Gerstenberg (2015). A difference-making framework for intuitive judgments of responsibility. Oxford Studies in Agency and Responsibility.

T. Gerstenberg, T. D. Ullman, M. Kleiman-Weiner, D. A. Lagnado, J. B Tenenbaum (2014). Wins above replacement: Responsibility attributions as counterfactual replacements. Proceedings of the 36th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster Demo

N. R. Bramley, T. Gerstenberg, D. A. Lagnado (2014). The order of things: Inferring causal structure from temporal patterns. Proceedings of the 36th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, N. D. Goodman, D. A. Lagnado, J. B Tenenbaum (2014). From counterfactual simulation to causal judgment. Proceedings of the 36th Annual Conference of the Cognitive Science Society.

PDF Dataset Demo

J. F. Kominsky, J. Phillips, J. Knobe, T. Gerstenberg, D. A. Lagnado (2014). Causal supersession. Proceedings of the 36th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, D. A. Lagnado (2014). Attributing responsibility: Actual and counterfactual worlds. Oxford Studies in Experimental Philosophy.

T. Gerstenberg (2013). Making a difference: Responsibility, causality, and counterfactuals. Unpublished PhD thesis.

D. A. Lagnado, T. Gerstenberg, R. Zultan (2013). Causal responsibility and counterfactuals. Cognitive Science.

PDF Dataset Demo

T. Gerstenberg, C. Bechlivanidis, D. A. Lagnado (2013). Back on track: Backtracking in counterfactual reasoning. Proceedings of the 35th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster Demo

J. McCoy* , T. D. Ullman* , A. Stuhlmüller, T. Gerstenberg, J. B. Tenenbaum (2012). Why blame Bob? Probabilistic generative models, counterfactual reasoning, and blame attribution. Proceedings of the 34th Annual Conference of the Cognitive Science Society.

T. Gerstenberg, D. A. Lagnado (2012). When contributions make a difference: Explaining order effects in responsibility attributions. Psychonomic Bulletin & Review.

PDF Dataset Demo

T. Gerstenberg, N. D. Goodman (2012). Ping Pong in Church: Productive use of concepts in human probabilistic inference. Proceedings of the 34th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster Demo

T. Gerstenberg, N. D. Goodman, D. A. Lagnado, J. B. Tenenbaum (2012). Noisy Newtons: Unifying process and dependency accounts of causal attribution. Proceedings of the 34th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster Demo

R. Zultan, T. Gerstenberg, D. A. Lagnado (2012). Finding fault: Counterfactuals and causality in group attributions. Cognition.

PDF Dataset Demo

T. Gerstenberg, D. A. Lagnado, M. Speekenbrink, C. Cheung (2011). Rational order effects in responsibility attributions. Proceedings of the 33rd Annual Conference of the Cognitive Science Society.

PDF Dataset Poster

T. Gerstenberg, A. Ejova, D. A. Lagnado (2011). Blame the skilled. Proceedings of the 33rd Annual Conference of the Cognitive Science Society.

PDF Dataset Poster Demo

S. Schächtele, T. Gerstenberg, D. A. Lagnado (2011). Beyond outcomes: The influence of intentions and deception. Proceedings of the 33rd Annual Conference of the Cognitive Science Society.

T. Gerstenberg, D. A. Lagnado, Y. Kareev (2010). The dice are cast: The role of intended versus actual contributions in responsibility attribution. Proceedings of the 32nd Annual Conference of the Cognitive Science Society.

PDF Dataset Poster

T. Gerstenberg, D. A. Lagnado (2010). Spreading the blame: The allocation of responsibility amongst multiple agents. Cognition.

PDF Dataset Poster

B. Meder, T. Gerstenberg, Y. Hagmayer, M. R. Waldmann (2010). Observing and Intervening: Rational and Heuristic Models of Causal Decision Making. Open Psychology Journal.

T. Gerstenberg (2009). The allocation of responsibility amongst multiple causes. Unpublished MSc thesis.