This paper presents COGENT3 (or Collective Growth and Entropy-modulated Triads System), a novel approach for emergent cognition integrating pattern formation networks with group influence dynamics. Contrasting with traditional strategies that rely on predetermined architectures, computational structures emerge dynamically in our framework through agent interactions. This enables a more flexible and adaptive system exhibiting characteristics reminiscent of human cognitive processes. The incorporation of temperature modulation and memory effects in COGENT3 closely integrates statistical mechanics, machine learning, and cognitive science.

翻译：本文提出COGENT3（集体增长与熵调控三元组系统），这是一种整合了模式形成网络与群体影响动力学的新兴认知方法。与依赖预定架构的传统策略不同，在我们的框架中，计算结构通过智能体交互动态涌现。这使得系统更具灵活性和适应性，展现出类似人类认知过程的特征。COGENT3中温度调制与记忆效应的引入，紧密融合了统计力学、机器学习与认知科学。