activity
20202026
most citedA Novel Method for Inference of Acyclic Chemical Compounds with Bounded Branch-height Based on Artificial Neural Networks and Integer Programming

3 citations · 8 across the 9 of their papers we have counts for

collaborators

13 papers

math.CO2026

Coatom Enumeration in Hypergraph Horn Functions: Rank-Three Representations of Horn Model Posets

Jianshen Zhu

For a finite hypergraph H, the complements of the models of its associated definite Horn CNF are exactly the stopping sets of H; hence the complements of its coatoms are the inclus…

q-bio.QM2026

Mixing Vector Model for Copolymer Inference via Mixed Integer Linear Programming

Jianshen Zhu, Raveena Rai, Taiyo Sohkawa +4

A novel two-phase molecule inference framework, mol-infer, has recently been developed to infer chemical graphs with prescribed abstract structures and desired property values thro…

cs.LG2025

Combining Graph Neural Networks and Mixed Integer Linear Programming for Molecular Inference under the Two-Layered Model

Jianshen Zhu, Naveed Ahmed Azam, Kazuya Haraguchi +2

Recently, a novel two-phase framework named mol-infer for inference of chemical compounds with prescribed abstract structures and desired property values has been proposed. The fra…

physics.chem-ph2025

Towards Environment-Sensitive Molecular Inference via Mixed Integer Linear Programming

Jianshen Zhu, Mao Takekida, Naveed Ahmed Azam +3

Traditional QSAR/QSPR and inverse QSAR/QSPR methods often assume that chemical properties are dictated by single molecules, overlooking the influence of molecular interactions and…

cs.LG2024

A Unified Approach to Inferring Chemical Compounds with the Desired Aqueous Solubility

Muniba Batool, Naveed Ahmed Azam, Jianshen Zhu +3

Aqueous solubility (AS) is a key physiochemical property that plays a crucial role in drug discovery and material design. We report a novel unified approach to predict and infer ch…

cs.LG2024

Cycle-Configuration: A Novel Graph-theoretic Descriptor Set for Molecular Inference

Bowen Song, Jianshen Zhu, Naveed Ahmed Azam +3

In this paper, we propose a novel family of descriptors of chemical graphs, named cycle-configuration (CC), that can be used in the standard "two-layered (2L) model" of mol-infer,…