David March-Pons, Romualdo Pastor-Satorras, M. Carmen Miguel
{"title":"Non-linear inhibitory responses enhance performance in collective decision-making","authors":"David March-Pons, Romualdo Pastor-Satorras, M. Carmen Miguel","doi":"arxiv-2407.20927","DOIUrl":null,"url":null,"abstract":"The precise modulation of activity through inhibitory signals ensures that\nboth insect colonies and neural circuits operate efficiently and adaptively,\nhighlighting the fundamental importance of inhibition in biological systems.\nModulatory signals are produced in various contexts and are known for subtly\nshifting the probability of receiver behaviors based on response thresholds.\nHere we propose a non-linear function to introduce inhibitory responsiveness in\ncollective decision-making inspired by honeybee house-hunting. We show that,\ncompared with usual linear functions, non-linear responses enhance final\nconsensus and reduce deliberation time. This improvement comes at the cost of\nreduced accuracy in identifying the best option. Nonetheless, for value-based\ntasks, the benefits of faster consensus and enhanced decision-making might\noutweigh this drawback.","PeriodicalId":501040,"journal":{"name":"arXiv - PHYS - Biological Physics","volume":"150 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Biological Physics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.20927","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The precise modulation of activity through inhibitory signals ensures that
both insect colonies and neural circuits operate efficiently and adaptively,
highlighting the fundamental importance of inhibition in biological systems.
Modulatory signals are produced in various contexts and are known for subtly
shifting the probability of receiver behaviors based on response thresholds.
Here we propose a non-linear function to introduce inhibitory responsiveness in
collective decision-making inspired by honeybee house-hunting. We show that,
compared with usual linear functions, non-linear responses enhance final
consensus and reduce deliberation time. This improvement comes at the cost of
reduced accuracy in identifying the best option. Nonetheless, for value-based
tasks, the benefits of faster consensus and enhanced decision-making might
outweigh this drawback.