Marcel Gehrke
7 papers · 2020–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (15) ❓ The Questioner
🌈
Renaissance Researcher
(5)
Top co-authors
Research topics
Artificial Intelligence
(7)
Bayesian & Probabilistic · Artificial Intelligence
(6)
Machine Learning
(5)
Core AI
(5)
Bayesian & Probabilistic · Machine Learning
(3)
Core Methods
(3)
Computer Science
(2)
Mathematics & Optimization
(2)
Foundations
(2)
Optimization & Theory
(2)
Data Science & Analytics
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Applications
(1)
Mathematics
(1)
Keywords
lifted inference
(6)
probabilistic graphical model
(4)
factor graph
(2)
parametric factor graph
(2)
bayesian network
(2)
probabilistic inference
(2)
multi-agent system
(2)
graphical model
(1)
dynamic bayesian network
(1)
symmetry detection
(1)
decision support
(1)
probabilistic relational model
(1)
color passing algorithm
(1)
dry-bulk shipping
(1)
uncertain environment
(1)
vessel positioning
(1)
conditional marginal distribution
(1)
joint policy
(1)
decentralized markov decision process
(1)
color passing
(1)
Papers
Approximate Lifted Model Construction
IJCAI 2025
Colour Passing Revisited: Lifted Model Construction with Commutative Factors
AAAI 2024
Efficient Detection of Commutative Factors in Factor Graphs
PGM 2024
Lifted Causal Inference in Relational Domains
CLeaR 2024
Lifting in multi-agent systems under uncertainty
UAI 2022
Who did it? Identifying the Most Likely Origins of Events
PGM 2022
Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping
PGM 2020