A key takeaway from 20+ years of computational RL is: model-free=automatic, model-based=deliberate. My new paper w/ @benedek.bsky.social challenges this view, suggesting that MB algos are more ubiquitous, & automatic processing more sophisticated, than currently thought: www.pnas.org/doi/10.1073/...

What makes people feel entitled to rewards—the effort they put into their work or the outcomes they achieve? Out now in PNAS; with Jin Kim and Jared Wong: Achievement. Effort seems to matter very little (if at all). www.pnas.org/doi/10.1073/...

Introspection has gotten a bad rap over the years. Here we show that people have more insight into the algorithms behind their decisions than we tend to assume. Thrilled to see this work out at Nature Comms with the always brilliant @thatadammorris.bsky.social!

Are we “strangers to ourselves”? Classic theories say people have limited insight into how they decide. Our new paper at @natcomms.nature.com challenges this view. With @rcarl.bsky.social sky.social, @hedykober.bsky.social y.social, and @mjcrockett.bsky.social www.nature.com/articles/s41... 🧵

A new and fresh paper calls for a fresh start on a new platform. Hi y'all! 👋 Check out my paper with @spillersas.bsky.social and @krajbichlab.bsky.social - we look at the multi-faceted role of attention in opportunity cost neglect, using eye-tracking + computational modeling. Read more at the link!

📢 I am recruiting a PhD student to start Fall 2024 @UofNH! Interested in gender and other social groups, language, NLP...? Check out the Join Us! section of our lab website baileypsychlab.com for a letter to prospective students w/ more info and FAQs. Apply by 1/15/24! Please RT 🙏