Category: Brain-Inspired Navigation

How can spatial navigation research in neuroscience and AI advance both fields significantly?

Bermudez-Contreras E, Clark BJ and Wilber A (2020) The Neuroscience of Spatial Navigation and the Relationship to Artificial IntelligenceFront. Comput. Neurosci. 14:63. doi: 10.3389/fncom.2020.00063

Abstract

“Recent advances in artificial intelligence (AI) and neuroscience are impressive. In AI, this …

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What is the latest progress in brain-inspired navigation technology integrating perception and action decision?

YANG Chuang, LIU Jianye, XIONG Zhi, LAI Jizhou, XIONG Jun. Brain-inspired navigation technology integrating perception and action decision: A review and outlook[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2020, 41(1): 23280-023280.

Abstract

“With the sustained development of brain and neuroscience as …

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What could be the computational benefits of such a mapping between intrinsic dynamical structure and external sensory inputs for navigation in the brain?

Christian Leibold. A Model for Navigation in Unknown Environments Based on a Reservoir of Hippocampal Sequences
bioRxiv 2019.12.18.880583; doi: https://doi.org/10.1101/2019.12.18.880583

Abstract
“Hippocampal place cell populations are activated in sequences on multiple time scales during active behavior, resting and sleep …

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How the Spiking Neural Network allows for navigation through an environment via landmark association without needing GPS?

Alexander Jones, Andrew Rush, Cory Merkel, Eric Herrmann, Ajey P. Jacob, Clare Thiem, Rashmi Jha. A neuromorphic SLAM architecture using gated-memristive synapses. Neurocomputing, 2019, https://doi.org/10.1016/j.neucom.2019.09.098.

Abstract
Navigation in GPS-denied environments is a critical challenge for autonomous mobile platforms

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How to implement 6DoF state estimation on 3D manifold based on neural dynamics?

State estimation in high dimensional space is a big challenge problem. Commonly, we use Lie group to implement 6DoF state estimation in 3D space. However, how does the brain implement path integration in 3D space based on neural dynamics?

Low …

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How Does the Brain Solve the Computational Problems of Spatial Navigation?

Widloski, John, and Ila Fiete. “How does the brain solve the computational problems of spatial navigation?.” In Space, Time and Memory in the Hippocampal Formation, pp. 373-407. Springer, Vienna, 2014.

Abstract
Flexible navigation in the real world involves …

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How is information about location, direction, and distance integrated in the grid cell network?

Sargolini, Francesca, Marianne Fyhn, Torkel Hafting, Bruce L. McNaughton, Menno P. Witter, May-Britt Moser, and Edvard I. Moser. “Conjunctive representation of position, direction, and velocity in entorhinal cortex.” Science 312, no. 5774 (2006): 758-762.

Abstract
Grid cells in …

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