Federated Causal Discovery from Heterogeneous Data

1 code implementation • 20 Feb 2024 • Loka Li, Ignavier Ng, Gongxu Luo, Biwei Huang, Guangyi Chen, Tongliang Liu, Bin Gu, Kun Zhang

This discrepancy has motivated the development of federated causal discovery (FCD) approaches.

Causal Discovery

Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models

1 code implementation • 19 Feb 2024 • Loka Li, Guangyi Chen, Yusheng Su, Zhenhao Chen, Yixuan Zhang, Eric Xing, Kun Zhang

We have experimentally observed that LLMs possess the capability to understand the "confidence" in their own responses.