Table 3 Task grouping of 12 molecular properties in the QM9 dataset

From: Adaptive edge-aware graph convolutional with multi-task learning for simultaneous prediction of material properties

Task Group

Property

Unit

Property descripition

Group descripition

A

α

\({{\rm{a}}}_{0}^{3}\)

Isotropic polarizability

Polarizability and Heat Capacity Properties

Cv

\(\frac{{\rm{cal}}}{{\rm{molK}}}\)

Heat capacity at 298 K

B

u0

eV

Atomization energy at 0 K

Thermochemical Properties

u298

eV

Atomization energy at 298 K

h298

eV

Atomization enthalpy at 298 K

g298

eV

Atomization Free energy at 298 K

C

ϵLUMO

eV

LUMO energy

Frontier Orbital Energies and Energy Gap

ϵHOMO

eV

HOMO energy

ϵ

eV

HOMO-LUMO gap

D

μ

D

Dipole moment

Independent Properties

R2

\({{\rm{a}}}_{0}^{3}\)

Electronic spatial extent

ZPVE

eV

Zero-point vibrational energy

  1. The properties are categorized into four task groups (A-D) according to Pearson correlation analysis and their underlying physical meanings.