#counterfactual inference
topiccounterfactual inference
3 papers · 1 filter
cs.AI2026
Orca: Neural Operators for Causal Reasoning in Continuous Time
Gerrit GroÃmann, David A. Selby, Sebastian J. Vollmer
The paper introduces Orca, a neural‑operator based framework that models each node in a causal graph as a time‑varying function, enabling causal and counterfactual reasoning for sy…
cs.CV2026
Rare Concept Generation via Counterfactual Inference in Diffusion Models
Zhengyuan Jiang, Haipeng Liu, Meng Wang +1
The paper introduces CI-Diff, a diffusion model that uses counterfactual causal inference to reduce common‑knowledge bias and better generate images of rare concepts described by t…
cs.LG2026
CDS: Counterfactual Directionality Score for Structured Interventions in Spatial Graphs
Humaira Anzum, Md Ishtyaq Mahmud, Jagan Mohan Reddy Dwarampudi +1
The paper proposes a framework that uses structured counterfactual interventions on graph models to quantify directional influence between different node types, introducing the Cou…