Talks & Presentations
Conference talks, invited lectures, and workshop presentations.
Building generative models that can reason probabilistically
Invited Talk, IIT Palakkad · Palakkad, India
January 2024
An invited lecture covering the foundations and recent advances in probabilistic generative models with tractable inference, and their applications in building reliable AI systems.
Probabilistic Flow Circuits: Towards Unified Deep Models for Tractable Probabilistic Inference
UAI 2023 — Conference on Uncertainty in Artificial Intelligence (Oral) · Pittsburgh, PA
August 2023
Oral presentation of our work introducing Probabilistic Flow Circuits, a unified framework combining expressive normalizing flows with the tractable inference guarantees of probabilistic circuits.
Workshop on Probabilistic Deep Generative Models — Day 3
WSAI Workshop Series, IIT Madras · Virtual
January 2023
Third session of a three-day workshop on probabilistic deep generative models, covering advanced topics and applications. Presented alongside Prof. Sriraam Natarajan.
Workshop on Probabilistic Deep Generative Models — Day 2
WSAI Workshop Series, IIT Madras · Virtual
January 2023
Second session of a three-day workshop on probabilistic deep generative models, covering deep dive topics in tractable inference and probabilistic circuits. Presented alongside Prof. Sriraam Natarajan.