Materials of the workshop on Deep Tractable Probabilistic Models organized at IIT Madras, 25-27 April 2023.
Speakers:
- Dr. Sriraam Natarajan (SriraamNatarajan@utdallas.edu)
- Athresh Karanam (athresh.karanam@utdallas.edu)
- Saurabh Mathur (saurabhsanjay.mathur@utdallas.edu)
- Sahil Sidheekh (sahil.sidheekh@utdallas.edu)
Affiliations - The University of Texas at Dallas
Day 1 - April 25
Foundations of Probabilistic Modeling - Dr. Sriraam Natarajan
Day 2 - April 26
Building Tractable Generative Models
- Part 1 - Probabilistic Circuits
- Colab Notebook 1
- Colab Notebook 2 | Slides - Athresh Karanam
- Part 2 - Cutset Networks
- Colab Notebook | Slides - Saurabh Mathur
- Part 3 - Normalizing Flows
- Colab Notebook | Slides - Sahil Sidheekh
Day 3 - April 27
Improving Tractable Generative Models - Explainability, Efficiency and Expressivity
- Part 1 - Explaining Sum Product Networks
- Slides - Athresh Karanam
- Part 2 - Incorporating Knowledge in Cutset Networks
- Slides - Saurabh Mathur
- Part 3 - Integrating Normalizing Flows with Probabilistic Circuits
- Slides - Sahil Sidheekh