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Found 7 papers, 1 papers with code
When Do Off-Policy and On-Policy Policy Gradient Methods Align?
A well-established off-policy objective is the excursion objective.
Beyond Structural Causal Models: Causal Constraints Models
Structural Causal Models (SCMs) provide a popular causal modeling framework.
Causal Modeling of Dynamical Systems
We introduce the formal framework of structural dynamical causal models (SDCMs) that explicates the causal semantics of the system's components as part of the model.
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions
An important goal common to domain adaptation and causal inference is to make accurate predictions when the distributions for the source (or training) domain(s) and target (or test) domain(s) differ.
Causal Consistency of Structural Equation Models
Complex systems can be modelled at various levels of detail.
Foundations of Structural Causal Models with Cycles and Latent Variables
In this paper, we investigate SCMs in a more general setting, allowing for the presence of both latent confounders and cycles.
From Deterministic ODEs to Dynamic Structural Causal Models
Structural Causal Models are widely used in causal modelling, but how they relate to other modelling tools is poorly understood.
