Emergence of Maps in the Memories of Blind Navigation Agents

Author:

Wijmans Erik1,Savva Manolis2,Essa Irfan3,Lee Stefan4,Morcos Ari S.5,Batra Dhruv6

Affiliation:

1. Georgia Institute of Technology & FAIR, Meta AI

2. Simon Fraser University & FAIR, Meta AI

3. Georgia Institute of Technology

4. Oregon State University

5. FAIR, Meta AI

6. FAIR, Meta AI & Georgia Institute of Technology

Abstract

Decades of research into intelligent animal navigation posits that organisms build and maintain internal spatial representations (or maps) 1 of their environment, that enables the organism to determine and follow task-appropriate paths (Epstein, Patai, Julian, & Spiers, 2017; O'keefe & Nadel, 1978; Tollman, 1948). Hamsters, wolves, chimpanzees, and bats leverage prior exploration to determine and follow shortcuts they may never have taken before (Chapuis & Scardigli, 1993; Harten, Katz, Goldshtein, Handel, & Yovel, 2020; Menzel, 1973; Peters, 1976; Toledo et al., 2020). Even blind mole rats and animals rendered situationally-blind in dark environments demonstrate shortcut behaviors (Avni, Tzvaigrach, & Eilam, 2008; Kimchi, Etienne, & Terkel, 2004; Maaswinkel & Whishaw, 1999). Ants forage for food along meandering paths but take near-optimal return trips (Müller & Wehner, 1988), though there is some controversy about whether insects like ants and bees are capable of forming maps (Cheung et al., 2014; Cruse & Wehner, 2011).

Publisher

Association for Computing Machinery (ACM)

Subject

General Medicine

Reference33 articles.

1. Anderson , P. , Chang , A. X. , Chaplot , D. S. , Dosovitskiy , A. , Gupta , S. , Koltun , V. , ... Zamir , A. R. ( 2018 ). On evaluation of embodied navigation agents. CoRR, abs/1807.06757. Retrieved from http://arxiv.org/abs/1807.06757 Anderson, P., Chang, A. X., Chaplot, D. S., Dosovitskiy, A., Gupta, S., Koltun, V., ... Zamir, A. R. (2018). On evaluation of embodied navigation agents. CoRR, abs/1807.06757. Retrieved from http://arxiv.org/abs/1807.06757

2. Exploration and navigation in the blind mole rat (spalax ehrenbergi): global calibration as a primer of spatial representation;Avni R.;Journal of Experimental Biology,2008

3. Building, Registrating, and Fusing Noisy Visual Maps

4. Shortcut ability in hamsters (Mesocricetus auratus): The role of environmental and kinesthetic information

5. Chattopadhyay , P. , Hoffman , J. , Mottaghi , R. , & Kembhavi , A. ( 2021 ). Robustnav: Towards benchmarking robustness in embodied navigation . In Proceedings of ieee conference on computer vision and pattern recognition (cvpr). Chattopadhyay, P., Hoffman, J., Mottaghi, R., & Kembhavi, A. (2021). Robustnav: Towards benchmarking robustness in embodied navigation. In Proceedings of ieee conference on computer vision and pattern recognition (cvpr).

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Optimal foraging strategies can be learned;New Journal of Physics;2024-01-01

2. Object Goal Navigation with Recursive Implicit Maps;2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2023-10-01

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3