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#Probabilistic Circuits

Showing: 24 courses
Simons Institute

Logic and Probabilistic Circuits - Lecture 1

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Explore logical reasoning and probabilistic modeling techniques, focusing on their applications in database theory and artificial intelligence.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Simons Institute

An Approximate Skolem Function Counter

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Explores an algorithm for counting Skolem functions in quantified Boolean formulas, addressing challenges in synthesis problems and providing PAC guarantees for approximate counting.
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1 Lesons
30 minutes
On-Demand
Free-Video
Simons Institute

Compiling FO Sentences to Circuits - Upper Bounds and Lower Bounds on the Size of the Circuit

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Explores compilation of Boolean formulas into circuits, focusing on provenance of FO sentences. Examines size complexity and limitations of various circuit types for model counting.
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1 Lesons
49 minutes
On-Demand
Free-Video
Simons Institute

Tractable Bounding of Counterfactual Queries by Knowledge Compilation

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Explores bounding partially identifiable queries in causal models using knowledge compilation, offering computational advantages for inference in Bayesian networks with shared structures.
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1 Lesons
34 minutes
On-Demand
Free-Video
Simons Institute

Logic and Probabilistic Circuits - Lecture 4

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Explore advanced concepts in logic and probabilistic circuits, focusing on their applications in database theory and artificial intelligence.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Simons Institute

Logic and Probabilistic Circuits - Part 3

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Explore advanced concepts in logic and probabilistic circuits, focusing on their applications in database theory and AI algorithms.
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1 Lesons
1 hour
On-Demand
Free-Video
Simons Institute

Logic and Probabilistic Circuits - Part 2

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Explore advanced concepts in logic and probabilistic circuits, focusing on their applications in database theory and AI algorithms.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Simons Institute

Approximating the TV Distance Between Two Product Distributions

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Explore techniques for approximating total variation distance between high-dimensional product distributions, including randomized coupling and deterministic sparsification methods.
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1 Lesons
44 minutes
On-Demand
Free-Video
Simons Institute

On Finding Modes of Gaussian Sum-Product Networks

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Explore challenges and tractability of finding modes in Probabilistic Circuits, focusing on Gaussian Sum-Product Networks for machine learning tasks like structured prediction.
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1 Lesons
45 minutes
On-Demand
Free-Video
Simons Institute

Marginal Determinism in Structured Decomposable Circuits

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Explores marginal determinism in probabilistic circuits, introducing md-vtrees for structured decomposable PCs. Discusses tractability conditions, efficient algorithms, and applications to causal inference queries like backdoor adjustment.
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1 Lesons
43 minutes
On-Demand
Free-Video
Simons Institute

Subtractive Mixture Models: Representation and Learning

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Exploring subtractive mixtures in probabilistic circuits: increased expressiveness, efficient learning, and inference for complex distributions. Theoretical and empirical advantages over traditional additive mixtures.
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1 Lesons
52 minutes
On-Demand
Free-Video
Simons Institute

Solving Marginal MAP Exactly by Probabilistic Circuit Transformations

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Efficient marginal MAP solver for probabilistic circuits using iterative transformations and pruning, enabling exact solutions without search for decision-making problems.
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1 Lesons
37 minutes
On-Demand
Free-Video
Simons Institute

Leveraging Tree Automata Approximation Results for Efficient Sampling and Counting

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Explore efficient approximation algorithms for counting and sampling satisfying assignments in structured DNNF circuits, leveraging recent tree automata results.
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1 Lesons
38 minutes
On-Demand
Free-Video
Simons Institute

Combined Approximations for Probabilistic Query Evaluation - An Intensional Approach

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Explore innovative techniques for probabilistic query evaluation using combined approximations, focusing on an intensional approach to enhance efficiency and accuracy.
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1 Lesons
33 minutes
On-Demand
Free-Video
Simons Institute

First-Order Model Counting and Sampling

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Explores recent developments in weighted first-order model counting and sampling, discussing applications in combinatorics, probability theory, and potential for declarative frameworks in sampling combinatorial structures.
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1 Lesons
37 minutes
On-Demand
Free-Video
Simons Institute

Model Counting Meets Distinct Estimation

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Exploring connections between model counting and F0 estimation, revealing shared techniques and developing new algorithms for both fields through cross-domain insights.
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1 Lesons
39 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

On Inference and Learning With Probabilistic Generating Circuits

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Explore efficient inference algorithms for Probabilistic Generating Circuits, addressing computational challenges and discussing implications for learning from data in probabilistic modeling.
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1 Lesons
22 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Probabilistic Flow Circuits: Towards Deep Models for Tractable Inference - Oral Session 6

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Explore a novel approach combining probabilistic circuits with normalizing flows for enhanced expressivity while maintaining tractable inference in deep probabilistic models.
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1 Lesons
27 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Probabilistic Circuits That Know What They Don't Know - UAI Oral Session 6

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Explore probabilistic circuits' robustness to out-of-distribution data and learn about tractable dropout inference for improved uncertainty quantification in a single forward pass.
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1 Lesons
27 minutes
On-Demand
Free-Video
Neuro Symbolic

SLASH: Probabilistic Circuits - Part 1

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Explore probabilistic circuits in the SLASH framework. Learn their importance and applications in neuro-symbolic AI and machine learning.
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3 Lesons
13 minutes
On-Demand
Free-Video
DataLearning@ICL

Probabilistic Circuits: Deep Probabilistic Models with Tractable Inference

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Explore probabilistic circuits as deep models for efficient reasoning under uncertainty, examining their structural properties and connections to neuro-symbolic AI.
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1 Lesons
56 minutes
On-Demand
Free-Video
Neuro Symbolic

Probabilistic Circuits - Lecture on Advanced AI Techniques

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Explore probabilistic circuits with YooJung Choi, delving into advanced AI concepts at the intersection of symbolic methods and deep learning.
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1 Lesons
38 minutes
On-Demand
Free-Video
VinAI

Tractable Probabilistic Circuits - Seminar Series

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Explore probabilistic circuits as advanced neural networks for tractable inference, outperforming VAEs and flow-based models. Learn about their applications in machine learning and neural compression.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Probabilistic AI School

Probabilistic Circuits

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Explore probabilistic circuits with Antonio Vergari, covering foundational concepts and advanced applications in AI and machine learning.
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1 Lesons
2 hours 36 minutes
On-Demand
Free-Video