The encoded points in the latent space act as an input to our decoder which aims to recreate the corresponding crystal structure. The decoded output contains all the information present in the CIF file and hence, corresponds to a unique crystal structure. According to our hypothesis, a point sampled out from the "stable" region of our latent space should generate a stable compound. Two transpose conv1D layers with kernel size (3,4), padding (1,1), stride (2,1) and LeakyRELU (0.2) activation layer were used.