Nest-building using place cells for spatial navigation in an artificial neural network
Abstract
AO_SCPLOWBSTRACTC_SCPLOWAn animal behavior problem is presented in the form of a nest-building task that involves two cooperating birds, a male and female. The female builds a nest into which she lays an egg. The males job is to forage in a forest for food for both himself and the female. In addition, the male must fetch stones from a nearby desert for the female to use as nesting material. The task is completed when the nest is built and an egg is laid in it. A goal-seeking neural network and a recurrent neural network were trained and tested with little success. The goal-seeking network was then enhanced with "place cells", allowing the birds to spatially navigate the world, building the nest while keeping themselves fed. Place cells are neurons in the hippocampus that map space.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- DeltaQ: Value-Guided Hebbian Learning in Spiking Neuronal Networks for Multi-Goal Navigation
Christopher Earl, Gözde Ünal, … Samuel A. Neymotin·bioRxiv·Jun 16, 2026
- Learning Place Cells and Remapping by Decoding the Cognitive Map
Markus Borud Pettersen, Vemund Sigmundson Schøyen, … Mikkel Elle Lepperød·bioRxiv·Mar 14, 2024
- Hippocampal place cells use vector computations to navigate
Jake Ormond, John M. O'Keefe·bioRxiv·Jun 23, 2021
- A Computational Theory of Learning Flexible Reward-Seeking Behavior with Place Cells
Yuanxiang Gao·bioRxiv·Apr 23, 2022
- Spatial coding in the hippocampus of flying owls
Arpit Agarwal, Ayelet Sarel, … Yoram Gutfreund·bioRxiv·Oct 24, 2021
- Navigation and the Efficiency of Spatial Coding: Insights from Closed-Loop Simulations
Behnam Ghazinouri, Mohammadreza Mohagheghi Nejad, Sen Cheng·Brain Structure and FunctionPeer-reviewed·Apr 8, 2023