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Figure 2:Generalization performance of the model across diverse solute–solvent systems

Figure 2:Generalization performance of the model across diverse solute–solvent systems...Research

Table 1:Evaluation results of MMHNN on multiple solute–solvent datasets, demonstrating its effectiveness across diverse molecular systems.

Table 1:Evaluation results of MMHNN on multiple solute–solvent datasets, demonstrating its effectiveness across diverse ...Research

Figure 1:Overview of the MMHNN model framework.

Figure 1:Overview of the MMHNN model framework.Research

Figure 4:Analysis of model resource consumption.

Figure 4:Analysis of model resource consumption.Research

Figure 3:Model error analysis across solute–solvent systems and molecular scaffolds

Figure 3:Model error analysis across solute–solvent systems and molecular scaffolds...Research

The NEW Community of Journals

The NEW Community of JournalsBiochar Editorial Office, Shenyang Agricultural University

An Efficient Deep Learning Framework for Revealing the Evolution of Characterization Methods in Nanoscience

An Efficient Deep Learning Framework for Revealing the Evolution of Characterization Methods in Nanoscience...Shanghai Jiao Tong University Journal Center

Dr. Marina García-Cardosa - horizontal

Dr. Marina García-Cardosa - horizontalUniversidad de Navarra

Dr. Marina García-Cardosa - vertical

Dr. Marina García-Cardosa - verticalUniversidad de Navarra

The Umi Jigoku onsen in Beppu, Japan

The Umi Jigoku onsen in Beppu, JapanKyushu University

Graphical abstract of the paper

Graphical abstract of the paperKyushu University

Fig.2 Results

Fig.2 ResultsLight Publishing Center, Changchun Institute of Optics, Fine Mechanics And Physics, CAS

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