I was following Pyro tutorial on SS-VAE. Particularly, in the case of only 100 labelled examples, the tutorial reports an accuracy of 93.19%. I wasn't able to reproduce such a result using the code and the following command:
python ss_vae_M2.py --seed 0 --cuda -n 50 --aux-loss -alm 46
-enum parallel -sup 100 -zd 50 -hl 500 -lr 0.00042 -b1 0.95 -bs 100
My best result is 63% on validation set, and 60% on test set. Appreciate if someone can shed some light on this.