Siyuan Guo

6

Papers

27

Total Citations

Papers (6)

Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning

Do-PFN: In-Context Learning for Causal Effect Estimation

Out-of-Variable Generalisation for Discriminative Models

DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning

Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data

Learning Generalizable Agents via Saliency-guided Features Decorrelation