Table 3 Test energy estimated for each processor choice for HDBind inference94,95 versus the MLP baseline models. Values are scaled by \(10^{-6}\) for reader convenience.

From: HDBind: encoding of molecular structure with hyperdimensional binary representations

Method

Device

Test (J/mol)

Improvement factor

HDBind

FPGA95

0.75

12.2

HDBind

GPU94

3.37

2.7

MLP-small

GPU

2.30

4.0

MLP-large

GPU

9.18

1.0