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Mixing memory and desire: How memory reactivation supports deliberative decision-making
Shaoming Wang1, Samuel F Feng2,3, Aaron M Bornstein4,5,6
1Department of Psychology, New York University, New York, New York, USA.
Memories guide present decisions and future plans by providing samples of potential outcomes. Memory reactivation dynamics influence how different memories impact choices in adaptive behavior.
Area of Science:
- Neuroscience
- Cognitive Psychology
- Computational Neuroscience
Background:
- Memory is crucial for present uncertainty resolution and future planning.
- Adaptive behavior relies on memory's role in decision-making.
- Recent research highlights memory retrieval's impact on action selection.
Purpose of the Study:
- To review key findings on memory retrieval and deliberative action selection.
- To present a theoretical framework interpreting memory's role in decisions.
- To propose a model for integrating memory-based predictions.
Main Methods:
- Review of empirical observations and theoretical advances in memory research.
- Interpretation of results within a sequential inference framework.
- Development of a model based on memory reactivation dynamics.
Main Results:
- Memory retrieval acts as "samples" of potential action outcomes.
- Memory reactivation dynamics critically influence decision-making.
- A "product of experts" rule integrates predictions weighted by uncertainty.
Conclusions:
- Memory dynamics play a central role in adaptive decision-making.
- The proposed model offers insights into how diverse memories inform choices.
- Further research is needed to explore representation-specific dynamics and their implications.
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