Causality in Cognition Lab

The Causality in Cognition Lab at Stanford University studies the role of causality in our understanding of the world, and of each other.

We’ll be starting our work in the fall of 2018.

What we do

… and how we do it

Some of the questions that guide our research:

  1. How does the mind learn to represent the causal structure of the world?
  2. What is the relationship between causal thinking and counterfactual simulation?
  3. How do we hold others responsible for the outcomes of their actions?

In our research, we formalize people’s mental models as computational models that yield quantitative predictions about a wide range of situations. To test these predictions, we use a combination of large-scale online experiments, interactive experiments in the lab, and eye-tracking experiments.


… more coming soon :)

Tobias Gerstenberg

Principal investigator

I am interested in how people hold others responsible, how these judgments are grounded in causal representations of the world, and supported by counterfactual simulations. I also like to drink tea.

Personal website

Ari Beller

Lab manager

I did my undergraduate study in philosophy and my graduate study in computer science. I’m interested in work that integrates the methods and questions of these disciplines to understand the mind. I like to drink water.

Personal website

Selected publications

List of all publications >>

(2018). Intuitive experimentation in the physical world. Cognitive Psychology.

PDF Preprint Github

(2018). Lucky or clever? From expectations to responsibility judgments. Cognition.

PDF Github OSF

(2017). Eye-tracking causality. Psychological Science.

PDF OSF Press: MIT News Press: Seeker Press:

(2017). Intuitive Theories. Oxford Handbook of Causal Reasoning.

PDF Link

(2016). Plans, habits, and theory of mind. PLoS ONE.


(2015). Causal conceptions in social explanation and moral evaluation: A historical tour. Perspectives on Psychological Science.


(2015). Concepts in a probabilistic language of thought. The Conceptual Mind: New Directions in the Study of Concepts.

PDF Link

(2015). How, whether, why: Causal judgments as counterfactual contrasts. Proceedings of the 37th Annual Conference of the Cognitive Science Society.

PDF Dataset Poster

(2013). Causal responsibility and counterfactuals. Cognitive Science.

PDF Dataset Demo

(2012). Finding fault: Counterfactuals and causality in group attributions. Cognition.

PDF Dataset Demo


some of the people we work with