Paul-Christian Bürkner
8 papers · 2022–2025 · 5 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 ↓
🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(17)
Top co-authors
Research topics
Machine Learning
(6)
Optimization & Theory
(5)
Artificial Intelligence
(4)
Bayesian & Probabilistic · Artificial Intelligence
(4)
Deep Learning
(3)
Learning Types
(3)
Models
(3)
Computer Vision
(2)
Analysis
(2)
Application Areas
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core Methods
(1)
Learning Paradigms
(1)
Processing
(1)
Keywords
bayesian inference
(4)
simulation-based inference
(2)
markov chain monte carlo
(2)
posterior distribution
(2)
attention mechanism
(1)
model evaluation
(1)
variable selection
(1)
generalized linear model
(1)
posterior estimation
(1)
marginal likelihood
(1)
probabilistic programming
(1)
bayesian model comparison
(1)
posterior approximation
(1)
probabilistic framework
(1)
generative model
(1)
amortized inference
(1)
diffusion model
(1)
mixture model
(1)
anomaly detection
(1)
action recognition
(1)
Papers
ActionDiffusion: An Action-Aware Diffusion Model for Procedure Planning in Instructional Videos
WACV 2025
posteriordb: Testing, Benchmarking and Developing Bayesian Inference Algorithms
AISTATS 2025
Consistency Models for Scalable and Fast Simulation-Based Inference
NeurIPS 2024
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference
ICML 2024
Estimating the Contamination Factor’s Distribution in Unsupervised Anomaly Detection
ICML 2023
Jana: Jointly amortized neural approximation of complex Bayesian models
UAI 2023
Meta-Uncertainty in Bayesian Model Comparison
AISTATS 2023
Projection Predictive Inference for Generalized Linear and Additive Multilevel Models
AISTATS 2022