unlearning
Learning to play
In 2007, the Swedish gambling agency ran a simple gambling game called LIMBO. Gamblers were invited to stake 10 kronor on a number of their choice between 1 and 99,999. The person choosing the smalles
Learning the Natural Numbers as a Child
Noûs 53 (1), 3-22 Abstract How do we get out knowledge of the natural numbers? Various philosophical accounts exist, but there has been comparatively little attention to psychological data on how the lea
Learning by Imitation in Games: Theory, Field and Lab
Erik Mohlin, Oxford University We exploit a unique opportunity to study how a large population of players in the field learn to play a novel game which has a complicated and non-intuitive mixed strateg
The implications of learning across perceptually and strategically distinct situations
Synthese, 1-18. Abstract Game theory is a formal approach to behavior that focuses on the strategic aspect of situations. The game theoretic approach originates in economics but has been embraced by sch

Machine learning and social science with Måns Magnusson
Presentation from the workshop "AI and autonomous decision making" at the Institute for Futures Studies in Stockholm, October 2017.

Machine learning, norms and data collection with Pontus Strimling
Presentation from the workshop "AI and automated decision making" at the Institute for Futures Studies in Stockholm, October 2017.
“There is total silence here”. Ethical competence and inter-organizational learning in healthcare governance
Journal of Health Organisation and Management. DOI:10.1108/JHOM-05-2019-0130 AbstractThe purpose of this paper is to analyse ethical competence related to healthcare governance and management tasks at t
Deep learning diffusion by infusion into preexisting technologies - Implications for users and society at large
in: Technology in Society. 63, 101396 Abstract:Artificial Intelligence (AI) in the form of Deep Learning (DL) technology has diffused in the consumer domain in a unique way as compared to previous gene, i.e., by being added to preexisting technologies that are already in use. We find that DL-algorithms for recommendations or ranking have been infused into all the 15 most popular mobile applications (apps) in the U.S. (as of May 2019). DL-infusion enables fast and vast diffusion. For example, when a DL-system was infused into YouTube, it almost immediately reached a third of the world's population. We argue that existing theories of innovation diffusion and adoption have limited relevance for DL-infusion, because it is a process that is driven by enterprises rather than individuals. We also discuss its social and ethical implications. First, consumers have a limited ability to detect and evaluate an infused technology. DL-infusion may thus help to explain why AI's presence in society has not been challenged by many. Second, the DL-providers are likely to face conflicts of interest, since consumer and supplier goals are not always aligned. Third, infusion is likely to be a particularly important diffusion process for DL-technologies as compared to other innovations, because they need large data sets to function well, which can be drawn from preexisting users. Related, it seems that larger technology companies comparatively benefit more from DL-infusion, because they already have many users. This suggests that the value drawn from DL is likely to follow a Matthew Effect of accumulated advantage online: many preexisting users provide a lot of behavioral data, which bring about better DL-driven features, which attract even more users, etc. Such a self-reinforcing process could limit the possibilities for new companies to compete. This way, the notion of DL-infusion may put light on the power shift that comes with the presence of AI in society.

Swedish preparedness for silent health crises and organizational learning after the swine flu, the heatwave, and the COVID-19 pandemic
This project aims to identify organizational conditions for efficient crisis management within intensive care units and special accommodations. It will also give recommendations on how the regions can strengthen their preparedness for silent health crises.
Charles Manski: Seminar with a skeptic
Charles F. Manski On the 21st and 22nd of January this year Charles F Manski was in Stockholm, invited by the Institute for Futures studies to hold three lectures on his newly published book Public Poli.