Jirko Rubruck
jirkoru.bsky.social
Jirko Rubruck
@jirkoru.bsky.social
PhD student @Oxford. Interested in learning and simplicity biases in humans and machines.
Reposted by Jirko Rubruck
What influences whether people have fun with a task?

Our paper “Leveling up fun: learning progress, expectations and success influence enjoyment in video games” with @thecharleywu.bsky.social and @ericschulz.bsky.social now in Scientific Reports!

rdcu.be/eI069

Paper summary below 1/4
Leveling up fun: learning progress, expectations, and success influence enjoyment in video games
Scientific Reports - Leveling up fun: learning progress, expectations, and success influence enjoyment in video games
rdcu.be
October 2, 2025 at 9:32 AM
Reposted by Jirko Rubruck
getting this paper published was a bit painful but I am proud of it: www.nature.com/articles/s41.... We use deep RL to find mechanisms that help (real) people sustain the commons. Well done to Raphael Koster and Miruna Pislar (not on BlueSky). non-paywalled version on arxiv.
Deep reinforcement learning can promote sustainable human behaviour in a common-pool resource problem - Nature Communications
Koster et al introduce a deep reinforcement learning (RL) mechanism designed to manage common-pool resources successfully encourages sustainable cooperation among human participants by dynamically adj...
www.nature.com
March 24, 2025 at 8:22 AM
Reposted by Jirko Rubruck
New paper led by the unstoppable @qingtianmi.bsky.social. We study how people learn a task that involves combining multiple sources of information. We work out which curricula work best, build a model, and use it to successfully discover new curricula. enjoy! osf.io/preprints/ps...
OSF
osf.io
February 22, 2025 at 9:22 AM
Reposted by Jirko Rubruck
New preprint out with @summerfieldlab.bsky.social! When does new learning interfere with existing knowledge? We compare continual learning in humans and artificial neural networks, revealing similar patterns of transfer & catastrophic interference (1/8) osf.io/preprints/ps...
February 24, 2025 at 11:36 AM