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Drift in Neural Population Activity Causes Working Memory to Deteriorate Over Time
Sebastian Schneegans1, Paul M Bays2
1University of Cambridge, Department of Psychology, Cambridge CB2 3EB, United Kingdom ss2361@cam.ac.uk.
Summary
Short-term memory recall precision decreases with more items and longer delays. This study shows memory degrades due to random drift, not signal decay, impacting neural representations.
Area of Science:
- Neuroscience
- Cognitive Science
- Computational Neuroscience
Background:
- Short-term memories are theorized to be maintained by sustained neural spiking activity.
- Recall precision decreases with more memorized items, potentially due to limited spiking activity.
- The impact of retention duration on recall precision and the underlying neural mechanisms remain unclear.
Purpose of the Study:
- To investigate the mechanisms behind short-term memory degradation over time.
- To differentiate between signal decay and value drift as explanations for reduced recall precision with longer retention intervals.
- To test predictions derived from a spike integration model of decision-making.
Main Methods:
- Human participants performed a variable-delay cued recall task with saccadic eye movement responses.
- Response latency and recall precision were precisely measured.
- A computational model based on limited neural resources was used to reproduce experimental results.
Main Results:
- Recall precision decreased with longer retention durations, but response latency did not systematically increase.
- Increasing the number of memorized items increased response latency.
- Results were quantitatively reproduced by a model where working memories drift over time, rather than decay.
Conclusions:
- Short-term memory degradation is primarily driven by random drift of encoded values, not a simple decay of neural signal.
- This finding supports a dynamic, spiking-based model of working memory.
- The study contrasts with theories proposing activity-silent storage mechanisms for working memory.
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