Søren Wengel Mogensen
6 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🐺 Lone Wolf (3)
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Conference Pioneer
Top co-authors
Research topics
Keywords
causal discovery
(4)
stochastic differential equation
(2)
stochastic process
(2)
conditional independence
(1)
graphical model
(1)
structural equation model
(1)
dynamical system
(1)
latent variable
(1)
benchmark dataset
(1)
conditional independence test
(1)
signature kernel
(1)
causal graph
(1)
instrumental variable
(1)
local independence
(1)
hawkes process
(1)
equality constraint
(1)
ancestral graph
(1)
causal parameter
(1)
industrial system
(1)
continuous-time process
(1)
Papers
An Asymmetric Independence Model for Causal Discovery on Path Spaces
CLeaR 2025
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes
ICLR 2025
Causal discovery in a complex industrial system: A time series benchmark
CLeaR 2024
Instrumental Processes Using Integrated Covariances
CLeaR 2023
Equality Constraints in Linear Hawkes Processes
CLeaR 2022
Causal screening in dynamical systems
UAI 2020