An exploration-exploitation trade-off, the arbitration between sampling a lesser-known against a known rich option, is thought to be solved using computationally demanding exploration algorithms. Given known limitations in human cognitive resources, we hypothesised the presence of additional cheaper strategies. We examined for such heuristics in choice behaviour where we show this involves a value-free random exploration, that ignores all prior knowledge, and a novelty exploration that targets novel options alone. In a double-blind, placebo-controlled drug study, assessing contributions of dopamine (400 mg amisulpride) and noradrenaline (40 mg propranolol), we show that value-free random exploration is attenuated under the influence of propranolol, but not under amisulpride. Our findings demonstrate that humans deploy distinct computationally cheap exploration strategies and that value-free random exploration is under noradrenergic control.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815309PMC
http://dx.doi.org/10.7554/eLife.59907DOI Listing

Publication Analysis

Top Keywords

value-free random
12
random exploration
12
exploration strategies
8
exploration
7
human complex
4
complex exploration
4
strategies enriched
4
enriched noradrenaline-modulated
4
noradrenaline-modulated heuristics
4
heuristics exploration-exploitation
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!