Hierarchical searching in episodic memory
Francesco Fumarola

TL;DR
This paper investigates hierarchical search mechanisms in episodic memory through analysis of free-recall data and a simple random-walk model, revealing non-monotonic recall patterns suggestive of hierarchical search processes.
Contribution
It introduces the hypothesis of hierarchical search in memory and tests it using empirical data and a binary-string random-walk model, providing new insights into recall dynamics.
Findings
Identified non-monotonic patterns in free recall data.
Supported the hierarchical search hypothesis with model simulations.
Highlighted potential mechanisms underlying recall anomalies.
Abstract
An analysis of free-recall datasets from two independent experiments allows to identify two anomalous instances of non-monotonicity in free recall: a maximum in the dependence of the inter-response intervals on the serial-position lags, and a minimum in the rate of contiguous recall near the beginning of the recall process. Both effects, it is argued, may stem from a hierarchical search protocol in the space of memories. An elementary random-walk model on binary strings is used to test this hypothesis.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsDomain Adaptation and Few-Shot Learning · Machine Learning and Algorithms · Memory Processes and Influences
