1 citations · 1 across the 1 of their papers we have counts for
2 papers
q-bio.MN2025
Modeling GRNs with a Probabilistic Categorical Framework
Yiyang Jia, Zheng Wei, Zheng Yang +1
Understanding the complex and stochastic nature of Gene Regulatory Networks (GRNs) remains a central challenge in systems biology. Existing modeling paradigms often struggle to eff…
cs.LG2024★ 1 cited
Category-Theoretical and Topos-Theoretical Frameworks in Machine Learning: A Survey
Yiyang Jia, Guohong Peng, Zheng Yang +1
In this survey, we provide an overview of category theory-derived machine learning from four mainstream perspectives: gradient-based learning, probability-based learning, invarianc…