Non-linear inhibitory responses enhance performance in collective decision-making

David March-Pons, Romualdo Pastor-Satorras, M. Carmen Miguel
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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.
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非线性抑制反应可提高集体决策的绩效
通过抑制信号对活动进行精确调制,确保了昆虫群落和神经回路的高效和适应性运行,这凸显了抑制在生物系统中的根本重要性。调制信号产生于各种环境中,并以根据反应阈值微妙地改变接收者行为的概率而闻名。在此,我们提出了一种非线性函数,在集体决策中引入抑制反应,其灵感来源于蜜蜂的捕房行为。我们的研究表明,与通常的线性函数相比,非线性反应增强了最终共识,减少了商议时间。这种改进的代价是降低了确定最佳方案的准确性。尽管如此,对于基于价值的任务来说,更快达成共识和增强决策的好处可能会超过这一缺点。
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