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cs.LG2026
Estimation-Prediction Tradeoff in Causal Probabilistic Temporal Graphs
Aniq Ur Rahman
Temporal link prediction (TLP) is typically evaluated by predictive performance on unseen edges, but this criterion can conflate predictive accuracy with recovery of the underlying…
cs.LG2026
Generating Causal Temporal Interaction Graphs for Counterfactual Validation of Temporal Link Prediction
Aniq Ur Rahman, Justin P. Coon
Temporal link prediction (TLP) models are commonly evaluated based on predictive accuracy, yet such evaluations do not assess whether these models capture the causal mechanisms tha…