CaTSG

Summary

CaTSG is a causality-grounded diffusion framework for observational, interventional, and counterfactual time-series generation.

Official Artifacts

• Paper: https://arxiv.org/abs/2509.20846
• Code: https://github.com/microsoft/TimeCraft/tree/main/CaTSG

Role In The Wiki

CaTSG is the strongest TimeCraft source for causal and counterfactual generation. It remains a proof-of-concept because real-world counterfactual validation and graph robustness are still unresolved.

Related Pages

• TimeCraft
• Time-Series Generation
• Causal Time Series