Talks

Invited talks, tutorials, and guest lectures.

Invited Talk Oct 2025

Constraining Deep Generative Models with Neurosymbolic Approach

AI/ML Seminar at UVA

Slides

Constraining Deep Generative Models with Neurosymbolic Approach

Guest Lecture Sep 2025

Neurosymbolic Learning and Reasoning for Trustworthy AI

CS6190 at UVA

Slides

Neurosymbolic Learning and Reasoning for Trustworthy AI

Invited Talk Aug 2024

Neurosymbolic Learning and Reasoning for Trustworthy AI

Seminar on Artificial Intelligence and Logics (SNAIL) at University of São Paulo

Invited Talk Oct 2023

Weighted Model Integration

Probabilistic Circuits and Logic Workshop at Simons Institute, UC Berkeley

Slides Video

Weighted Model Integration

Talk Jul 2023

Collapsed Inference for Bayesian Deep Learning

SPIGM Workshop at ICML 2023

Slides

Collapsed Inference for Bayesian Deep Learning

Lightning Talk Jul 2023

Learning and Probabilistic Inference under constraints in AI/ML

Amazon Science

Slides

Learning and Probabilistic Inference under constraints in AI/ML

Invited Talk Nov 2021

Tractable Computation of Expected Kernels by Circuits

Microsoft Research, New England

Slides

Tractable Computation of Expected Kernels by Circuits

Invited Talk Apr 2021

Tractable Computation of Expected Kernels by Circuits

Yahoo! Research Seminar

Slides

Tractable Computation of Expected Kernels by Circuits

Invited Talk Apr 2021

Tractable Computation of Expected Kernels by Circuits

Alan Turing Institute

Slides

Tractable Computation of Expected Kernels by Circuits

Talk Dec 2020

Probabilistic Inference with Algebraic Constraints: Theoretical Limits and Practical Approximations

NeurIPS

Slides

Probabilistic Inference with Algebraic Constraints: Theoretical Limits and Practical Approximations

Talk Sep 2020

Relax, Compensate and then Integrate

DeCoDeML Workshop at ECML-PKDD 2020

Slides Video

Relax, Compensate and then Integrate

Talk Jul 2020

Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing

ICML

Slides Video

Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing

Talk Aug 2019

Efficient search-based weighted model integration

DeLBP Workshop at IJCAI 2019

Slides

Efficient search-based weighted model integration

Talk Jun 2019

Efficient search-based weighted model integration

KR2ML Workshop at NeurIPS 2019

Talk Jul 2018

Stein variational message passing for continuous graphical models

ICML

Slides

Stein variational message passing for continuous graphical models