October 2, 2022

• Splittable rngs for functional style programming https://dl.acm.org/doi/10.1145/2503778.2503784

September 26, 2022

• David Duvenaud’s thesis contains some nice bits about automatic model construction, and notably this, which could equally apply to AeMCMC:

https://www.cs.toronto.edu/~duvenaud/thesis.pdf

September 25, 2022

• Possible Aesara libraires:
  • Symbolic regression
  • Probabilistic Circuits
  • Probabilistic Programming
  • Deep learning (layer rewrites)
  • AutoML
  • AutoGP
  • Optimizers
  • ODE Solvers w/ gradients

September 18, 2022

• marginalisation in AePPL example: https://arxiv.org/abs/1910.14145
• This blog has really nice code integration: https://github.com/adrn-blog

September 13, 2022

• Topic in DL that might benefit from Aesara rewrite system https://arxiv.org/abs/2209.04934

September 10, 2022