预测,记忆和生活系统中自上而下的因果关系
1Department of Computer Science and Engineering, Chalmers University of Technology and University Gothenburg, Sweden; Division of Computer Science and Software Engineering, School of Innovation, Design and Engineering, Mälardalen University, Västerås, Sweden.
Bio Systems
|November 5, 2025
概括
生物系统使用记忆来预测未来,从而实现预测和适应性行为. 这种预测性记忆,在所有生物尺度上,驱动着目标定向和自主性.
科学领域:
- 生物学 生物学 生物学
- 系统理论 系统理论
- 认知科学 认知科学
背景情况:
- 物理系统可能保留过去的痕迹,但生物系统独特地使用记忆来预测.
- 在生物系统中,预测依赖于关于过去状态的存储信息来预测和调节未来的行为.
研究的目的:
- 发展一个论点,即预期从根本上取决于生物系统的记忆.
- 探索罗伯特·罗森的"模型"所概念化的有组织记忆是如何支预测能力的.
主要方法:
- 综合了罗伯特·罗森 (预测系统) 和卡尔·弗里斯顿 (自由能量原理) 的理论.
- 分析微生物学,免疫学和认知科学中的实证例子.
- 检查各种生物尺度 (基因组,表观遗传,神经,文化) 的记忆.
主要成果:
- 记忆,在各种形式 (基因组,表观遗传,神经,等. ) 作为预测的基质.
- 例如,细菌使用基因组记忆进行防御,大肠杆菌使用生化痕迹进行化学反应,酵母使用表观遗传记忆进行适应.
- 通过神经模型预测可以灵活模拟生物与环境的相互作用.
结论:
- 预期记忆是生物系统中远程学 (目标定向) 的基础.
- 由过去的约束驱动的上下因果关系,塑造了有目的和自我维持的行为.
- 从记忆中出现的系统目标赋予了活生物体的自主性,适应性和创造力.
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