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===Causal Emergence Reading Club===

===Causal Emergence Reading Club===

*[https://campus.swarma.org/course/3110 Introduction to the Causal Emergence Reading Club]

*[https://campus.swarma.org/course/3110 Introduction to the Causal Emergence Reading Club]

[[File:Reading Club deepens our understanding of concepts such as causality and emergence by reading frontier literature; focuses on finding research directions that combine concepts such as causality and emergence, and multi-scale; and explores the research direction of multi-scale automatic modeling of complex systems..jpg|Thumbnail|370x370px|Reading Club deepens our understanding of concepts such as causality and emergence by reading frontier literature; focuses on finding research directions that combine concepts such as causality and emergence, and multi-scale; and explores the research direction of multi-scale automatic modeling of complex systems.]]Share some recently developed theories and tools, including causal emergence theory, machine learning-driven renormalization technology, and a cross-scale analysis framework being developed by self-referential dynamics.

[[文件:读书会通过阅读前沿文献，加深我们对因果、涌现等概念的理解；聚焦于寻找因果与涌现、多尺度等概念相结合的研究方向；并探索复杂系统多尺度自动建模的研究方向。.jpg|缩略图|370x370px|读书会通过阅读前沿文献，加深我们对因果、涌现等概念的理解；聚焦于寻找因果与涌现、多尺度等概念相结合的研究方向；并探索复杂系统多尺度自动建模的研究方向。]]Share some recently developed theories and tools, including causal emergence theory, machine learning-driven renormalization technology, and a cross-scale analysis framework being developed by self-referential dynamics.

*[https://pattern.swarma.org/study_group/28 Causal Emergence Reading Club Season 3]

*[https://pattern.swarma.org/study_group/28 Causal Emergence Reading Club Season 3]

In the third season reading club of causal emergence, we will further conduct in-depth learning and discussion around the core research questions of causal emergence, namely "the definition of causal emergence" and "the identification of causal emergence". We will conduct in-depth discussions and analyses on the core theories of causal emergence such as Causal Emergence and Causal Geometry proposed by Erik Hoel, and carefully sort out the methodologies involved, including learning and drawing on relevant research ideas from other research fields such as dynamic reduction and latent space dynamic learning. Finally, we will discuss the applications of causal emergence, including expanding on issues such as biological networks, brain networks, or emergence detection to explore more practical application scenarios.

In the third season reading club of causal emergence, we will further conduct in-depth learning and discussion around the core research questions of causal emergence, namely "the definition of causal emergence" and "the identification of causal emergence". We will conduct in-depth discussions and analyses on the core theories of causal emergence such as Causal Emergence and Causal Geometry proposed by Erik Hoel, and carefully sort out the methodologies involved, including learning and drawing on relevant research ideas from other research fields such as dynamic reduction and latent space dynamic learning. Finally, we will discuss the applications of causal emergence, including expanding on issues such as biological networks, brain networks, or emergence detection to explore more practical application scenarios.

===Path Recommendation===

===Path Recommendation===