3 papers
q-bio.BM2026
MathAgent: Multi-Agent Optimization of Mathematical Invariants for Molecular Property Prediction
Yiming Ren, Josh V. Vermaas, Guo-Wei Wei
Mathematical invariants provide complementary representations of molecular structure, but their predictive utility can vary across datasets and prediction tasks. For a new dataset,…
math.SP2026
Persistent Sheaf Laplacian Analysis of Protein Stability and Solubility Changes upon Mutation
Yiming Ren, Junjie Wee, Xi Chen +2
Genetic mutations frequently disrupt protein structure, stability, and solubility, acting as primary drivers for a wide spectrum of diseases. Despite the critical importance of the…
math.GN2025
Interpretability and Representability of Commutative Algebra, Algebraic Topology, and Topological Spectral Theory for Real-World Data
Yiming Ren, Guowei Wei
Recent years have witnessed a fast growth in mathematical artificial intelligence (AI). One of the most successful mathematical AI approaches is topological data analysis (TDA) via…