Well, as far as I know the state-of-the-art results on current drug toxicity prediction benchmarks (e.g., Tox21) are held by deep neural networks; it seems like recent AI advances HAVE proven useful in that regard.
I had to do Tox21 I was using Bayesian Network for drug toxicity at the FDA we used the DILI database.