Check out Meihua Dang and Anji Liu's #NeurIPS2022 paper where tractable probabilistic circuits kill it on MNIST-family density estimation 
https://arxiv.org/abs/2211.12551
What are #probcircuit? Attend tomorrow's tutorial: https://neurips.cc/virtual/2022/tutorial/55809
