Tanya Braun
10 papers · 2018–2026 · 6 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓+4 more ↓ Show less ↑
🗺️ Taxonomy Completionist (21) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver
🧬
Topic Evolution
🌈
Renaissance Researcher
(6)
❓
The Questioner
💎
Century Club · Bronze
Top co-authors
Research topics
Artificial Intelligence
(9)
Machine Learning
(8)
Bayesian & Probabilistic · Artificial Intelligence
(8)
Bayesian & Probabilistic · Machine Learning
(6)
Core AI
(6)
Optimization & Theory
(5)
Mathematics & Optimization
(4)
Core Methods
(3)
Mathematics
(2)
Optimization
(2)
Computer Science
(1)
Data Science & Analytics
(1)
Knowledge & Reasoning
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Keywords
lifted inference
(9)
probabilistic graphical model
(5)
probabilistic inference
(5)
graphical model
(2)
query answering
(2)
bayesian network
(2)
parametric factor graph
(2)
multi-agent system
(2)
junction tree
(2)
complexity analysis
(1)
graph learning
(1)
approximate inference
(1)
random variable
(1)
dynamic bayesian network
(1)
relational model
(1)
positive-unlabeled learning
(1)
factor graph
(1)
first-order logic
(1)
node feature
(1)
probabilistic circuit
(1)
Papers
A Probabilistic Circuit Framework for Interpretable Graph PU Learning
UAI 2026
Approximate Lifted Model Construction
IJCAI 2025
Colour Passing Revisited: Lifted Model Construction with Commutative Factors
AAAI 2024
Lifted Causal Inference in Relational Domains
CLeaR 2024
Lifted Division for Lifted Hugin Belief Propagation
AISTATS 2022
Lifting in multi-agent systems under uncertainty
UAI 2022
Who did it? Identifying the Most Likely Origins of Events
PGM 2022
Handling Overlaps When Lifting Gaussian Bayesian Networks
IJCAI 2021
Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping
PGM 2020
Parameterised Queries and Lifted Query Answering
IJCAI 2018