starling-lab / TPM-Workshop

Deep Tractable Probabilistic Models

Materials of the workshop on Deep Tractable Probabilistic Models organized at IIT Madras, 25-27 April 2023.

Speakers:

• Dr. Sriraam Natarajan  ([e-mail])
• Athresh Karanam     ([e-mail])
• Saurabh Mathur     ([e-mail])
• Sahil Sidheekh      ([e-mail])

Affiliations - The University of Texas at Dallas

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Day 1 - April 25

Foundations of Probabilistic Modeling - Dr. Sriraam Natarajan

• Slides

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

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