2 papers
cs.AI2026
CausalAgent: A Conversational Multi-Agent System for End-to-End Causal Inference
Jiawei Zhu, Wei Chen, Ruichu Cai
Causal inference holds immense value in fields such as healthcare, economics, and social sciences. However, traditional causal analysis workflows impose significant technical barri…
cs.AI2025
VIGOR+: Iterative Confounder Generation and Validation via LLM-CEVAE Feedback Loop
JiaWei Zhu, ZiHeng Liu
Hidden confounding remains a fundamental challenge in causal inference from observational data. Recent advances leverage Large Language Models (LLMs) to generate plausible hidden c…