2 papers
q-bio.NC2017
One-shot learning and behavioral eligibility traces in sequential decision making
Marco Lehmann, He Xu, Vasiliki Liakoni +3
In many daily tasks we make multiple decisions before reaching a goal. In order to learn such sequences of decisions, a mechanism to link earlier actions to later reward is necessa…
stat.ML2016
Balancing New Against Old Information: The Role of Surprise in Learning
Mohammadjavad Faraji, Kerstin Preuschoff, Wulfram Gerstner
Surprise describes a range of phenomena from unexpected events to behavioral responses. We propose a measure of surprise and use it for surprise-driven learning. Our surprise measu…