Saurabh Mathur
6 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(17)
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Hot Topic Early Bird
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The Questioner
Venues
Top co-authors
Research topics
Artificial Intelligence
(6)
Machine Learning
(5)
Bayesian & Probabilistic · Artificial Intelligence
(5)
Bayesian & Probabilistic · Machine Learning
(4)
Core AI
(3)
Core Methods
(3)
Healthcare & Medicine
(1)
Knowledge & Reasoning
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory
(1)
Representation
(1)
Research
(1)
Keywords
probabilistic circuit
(2)
parameter learning
(2)
bayesian network
(2)
explanation generation
(2)
conditional independence
(1)
domain knowledge
(1)
probabilistic model
(1)
probabilistic graphical model
(1)
human expert
(1)
interpretable model
(1)
multimodal fusion
(1)
credal network
(1)
predictive distribution
(1)
context-specific independence
(1)
sum-product network
(1)
knowledge integration
(1)
probabilistic representation
(1)
cutset network
(1)
explainable model
(1)
gradient-based learning
(1)
Papers
A Unified Framework for Human-Allied Learning of Probabilistic Circuits
AAAI 2025
Credibility-Aware Multimodal Fusion Using Probabilistic Circuits
AISTATS 2025
Human-in-the-loop or AI-in-the-loop? Automate or Collaborate?
AAAI 2025
Knowledge Intensive Learning of Credal Networks
UAI 2024
Knowledge Intensive Learning of Cutset Networks
UAI 2023
Explaining Deep Tractable Probabilistic Models: The sum-product network case
PGM 2022