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Echoes of Experience: How statistical and reward learning guide our decisions

Project description

Comparing reward and statistical learning

Our visual system grapples with an overload of information, prompting us to focus on critical elements. Reward-mediated learning (RL) aids in prioritising elements associated with rewards, while statistical learning (SL) assists in recognising patterns, such as frequently appearing stimuli. Although they collaborate to guide our attention, they are often studied independently, complicating result comparisons. Supported by the Marie Skłodowska-Curie Actions programme, the RewSL project compares RL and SL to comprehend how individuals implicitly learn from past experiences. The project will record behavioural, ocular, and electroencephalography measures from healthy human volunteers to evaluate the individual and combined effects of RL and SL on process dynamics. This study promises significant insights into real-world learning mechanisms.

Objective

Our visual system constantly encounters a plethora of stimuli, drastically surpassing our processing capabilities for in-depth analysis. It is hence essential to select the element(s) that is most relevant for our objectives and ignore irrelevant ones. One helpful feature for this is that the world is characterized by numerous regularities making it partially predictable. Our brain can extract these regularities from past experience and use them to efficiently guide target selection. Recently, significant scientific interest has been directed to two forms of learning that focus on two types of regularities: in reward-mediated learning (RL), people learn which stimuli are associated with reward, prioritizing the elements related with high (vs. low) reinforcement. Statistical learning (SL), in contrast, allows people to extract statistical regularities from the environment, such as how often a stimulus occurs in a specific location, optimizing future actions toward the location where the relevant element appears frequently. In everyday life RL and SL coexist and they jointly guide our selection of relevant stimuli. However, they have been mainly addressed separately using divergent tasks, hindering a direct comparison of the results and assessing their combined influence. This project seeks to bridge this gap by systematically comparing RL and SL in a systematic and well-balanced experimental setup to understand how people implicitly learn from their past experience. Using a series of consistent experimental tasks, behavioral, ocular and electroencephalography measures will be recorded from healthy human volunteers to assess the individual and joint effect of RL and SL on the process dynamics from target selection until response execution. Furthermore, employing Markov decision process models, we will compare the observed performance with model performance. Jointly, our results will provide important insights into real-world learning mechanisms.

Fields of science (EuroSciVoc)

Keywords

Programme(s)

Topic(s)

Funding Scheme

HORIZON-TMA-MSCA-PF-EF - HORIZON TMA MSCA Postdoctoral Fellowships - European Fellowships

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Call for proposal

(opens in new window) HORIZON-MSCA-2023-PF-01

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Coordinator

UNIVERSITEIT GENT
Net EU contribution
€ 175 920,00
Address
SINT PIETERSNIEUWSTRAAT 25
9000 Gent
Belgium
Region
Vlaams Gewest Prov. Oost-Vlaanderen Arr. Gent
Activity type
Higher or Secondary Education Establishments
Links
Total cost
No data