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神経科学/空間認知arXiv:2608.18569v1

海馬の場所表現における空間エイリアシング低減に対するグリッド細胞の役割

The Role of Grid Cells in Reducing Spatial Aliasing in Hippocampal Place Representations

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境界ベクトル細胞のみでは対称な環境で場所の区別が困難になる問題に対し、グリッド細胞の信号を統合することで空間エイリアシングを94〜99%削減できることを示した論文。

著者: Alexander Johnson, Obadah Ghizawi, Ali A. Minai

分類: cs.NE, cs.AI, cs.RO, eess.SY, q-bio.NC

原文アブストラクト

Spatial aliasing occurs when two or more distinct locations produce highly similar place-cell representations, primarily due to environmental symmetry or repetitive structures. This issue is most pronounced when place representations are constructed solely from boundary vector cell (BVC) inputs, because symmetric or repetitive structures can yield indistinguishable sensory patterns across multiple locations in an environment. This work introduces grid cell signals to mitigate spatial aliasing in such settings. Because grid cells contribute periodic, internally generated spatial signals that vary independently of environmental geometry, they play a key role in disambiguating perceptually identical locations. We integrate multiple modules of analytically constructed grid cells with BVC-driven place cells and show that this leads to a 94--99% reduction in spatial aliasing relative to a BVC-only baseline across three environments: an open environment without obstacles; an environment with a cross-shaped central obstacle creating high visual symmetry; and a maze environment. The greatest improvement occurs in the environment with the highest visual symmetry. These results indicate that grid cells provide information complementary to boundary-based inputs, yielding more reliable place representations in geometrically ambiguous environments.