Theory of Mind
“Here is how it works: first you decide to treat the object whose behavior is to be predicted as a rational agent; then you figure out what beliefs that agent ought to have, given its place in the world and its purpose. Then you figure out what desires it ought to have, on the same considerations, and finally you predict that this rational agent will act to further its goals in the light of its beliefs.” (Dennett, The Intentional Stance, 1996, p. 17).
This session will think about how people reason about others and how we might make machines that can do the same.
Primary Readings
Everyone should read these and be prepared to discuss.
Dennett, D. C. (1981). | Chapter 3: True believers: The intentional strategy and why it works. In Mind Design IISome philosophy for a change. If you’ve not heard of Dennett, he is one of the most influential philosophers of cognitive science and has some interesting views on consciousness, free will and many other things (evolution, religion). He is also known for this ‘intentional stance’ idea which helps clarify what it means to think about the private mental states of others. |
Jara-Ettinger, J., Gweon, H., Schulz, L. E., & Tenenbaum, J. B. (2016). | The naïve utility calculus: Computational principles underlying commonsense psychology. Trends in Cognitive Sciences, 20(8), 589-604.Fast forward 30 years from Mind Design, and we see the intentional stance ideas startign to be formalized in computational Bayesian framework, capturing how one can invert behaviours to identify someone’s likely beliefs, values etc. Note also the connections with Development and Rationality topics. |
Secondary Readings
The presenter should read and incorporate at least two of these.
Baker, C. L., Saxe, R., & Tenenbaum, J. B. (2009). | Action understanding as inverse planning. Cognition, 113(3), 329-349.This article presents a computational framework for modeling human action understanding using Bayesian inverse planning. The authors conducted psychophysical experiments to assess the accuracy of different inverse planning models in predicting human goal inferences. The results show evidence for a rational inference mechanism in human goal inference. The framework provides a formal approach to understanding rational action and goal inference in humans. Here’s a more detailed example of this project modelling theory of mind style inferences as rational inverse planning. The food truck scenarios are proven popular and sprouted ‘spinoff’ projects in the decade since this paper. |
Heider, F., & Simmel, M. (1944). | An experimental study of apparent behavior. The American Journal of Psychology, 57(2), 243-259.The study aimed to understand how individuals perceive and interpret the behavior of others based on visual stimuli. The authors highlight the lack of experimental investigations in this area and emphasize the importance of studying the psychology of perception in relation to apparent behavior. The study involved showing participants a moving picture-film featuring geometric shapes moving in various directions and speeds. Participants were asked to describe the pictures and answer questions about them. The findings revealed that participants tended to interpret the movements as actions of animate beings, attributing personalities and motives to the shapes. The study demonstrates that humans have a tendency to perceive and attribute behavior to abstract shapes, suggesting a fundamental psychological process involved in perceiving others’ behavior. This very old article is really most famous for its stimuli (https://www.youtube.com/watch?v=VTNmLt7QX8E). One still tends to see this clip in the introduction to talks about social cognition (its not a bad idea to include it in your own presentation!). It is striking how irresistible it is to take ``the intentional stance’’ a la Dennett, and assign motivations and personality traits to these simple geometric shapes being moved around on an overhead projector. |
Baron-Cohen, S., Leslie, A. M., & Frith, U. (1985). | Does the autistic child have a “theory of mind”? Cognition, 21(1), 37-46.This article explores whether autistic children lack a “theory of mind,” which refers to the ability to understand and predict the beliefs and behaviors of others. The study compares the performance of autistic children to that of normal children and children with Down’s syndrome using a puppet play paradigm. The research suggests that despite having a higher mental age than the comparison groups, autistic children fail to impute beliefs to others, indicating a deficit in meta-representational development specific to autism. This deficit contributes to the social impairment experienced by autistic children. The authors propose a new model of meta-representational development that suggests the capacity to form “second-order representations” is necessary for a theory of mind. Autistic children not only struggle with social ineptness but also exhibit a lack of pretend play. Again this paper is most famous for its stimuli, the ‘Sally-Ann False Belief Task’ which probes whether someone is capable of Theory of Mind reasoning. Who is Simon Baron-Cohen’s famous cousin? |
Questions under discussion
- Can you think of situations where people make the wrong theory of mind ascriptions (i.e. something with little or no mental life that we we assume does have it, and visa versa)?
- What are some challenges for developing artificial agents with theory of mind
- Is the Baron-Cohen view of autism still current?