causal inference 1counterfactual analysis 1interventional benchmarking 1synthetic data generation 1time series 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
DoTime: A Synthetic Benchmark Generator for Interventional and Counterfactual Time Series
Dennis Thumm, Billy Tim Anthony, Ying Chen
The paper introduces DoTime, an open-source synthetic benchmark generator for multivariate temporal causal models that supports continuous-time interventions, counterfactual sampli…
cs.LG2026
Interventional Time Series Priors for Causal Foundation Models
Dennis Thumm, Ying Chen
Prior-data fitted networks (PFNs) have emerged as powerful foundation models for tabular causal inference, yet their extension to time series remains limited by the absence of synt…