ePoster · Computational Neuroscience
Controversial Opinions on Model Based and Model Free Reinforcement Learning in the Brain
Felix Grün, Ioannis Iossifidis · Bernstein Conference 2024
Dopaminergic Reward Prediction Errors (RPEs) are a key motivation and inspiration for model free, temporal difference reinforcement learning methods. Originally, the correlation of RPEs with model free temporal difference errors was seen as a strong indicator for model free reinforcement learning in brains. The standard view was that model free learning is the norm and more computationally expensive model based decision-making is only used when it leads to outcomes that are good enough to justify the additional effort. Nowadays, the landscape of opinions, models and experimental evidence, both