Paul-Christian Bürkner
8 papers · 2022–2025 · 5 conferences · across top CS/AI conferences
Achievements
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Keyword Pioneer
🌍
Conference Polyglot
(5)
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Cross-Pollinator
(15)
🌉
Interdisciplinary Bridge
🗺️
Taxonomy Completionist
(17)
Conferences
AISTATS (3)
ICML (2)
NIPS (1)
UAI (1)
WACV (1)
Top co-authors
Keywords
bayesian inference
(3)
simulation-based inference
(2)
variable selection
(1)
anomaly detection
(1)
attention mechanism
(1)
markov chain monte carlo
(1)
posterior distribution
(1)
posterior estimation
(1)
bayesian model comparison
(1)
posterior approximation
(1)
probabilistic framework
(1)
amortized inference
(1)
generative model
(1)
diffusion model
(1)
mixture model
(1)
generalized linear model
(1)
consistency model
(1)
denoising process
(1)
temporal dependency
(1)
instructional video
(1)
Papers
posteriordb: Testing, Benchmarking and Developing Bayesian Inference Algorithms
AISTATS 2025
ActionDiffusion: An Action-Aware Diffusion Model for Procedure Planning in Instructional Videos
WACV 2025
Consistency Models for Scalable and Fast Simulation-Based Inference
NIPS 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