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Fudan University
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Code for paper "Estimating Trustworthy Treatment Effects for Antibiotic Stewardship in Sepsis"
A Survey on Causal Generative Modeling (TMLR 2024)
Awesome LLM Causal Reasoning is a collection of LLM-based casual reasoning works, including papers, codes and datasets.
Tool to produce causal estimates from propensity scores.
Materials for the course Causal Inference Using Machine Learning
Non-parametric conditional density estimation with binned conditional histograms
Estimating Causal Effects Using Proxy Interference Networks
Causal Inference Class Notes & Coding Exercises
[TMLR 2024] Efficient Large Language Models: A Survey
A collection of visual guides to help applied scientists learn causal inference.
Causal Inference (DS-UA 201) – Fall 2024
Identifying Heterogeneous Treatment Effects in Multiple Outcomes using Joint Confidence Intervals
🎯 🎲 Targeted Learning of the Causal Effects of Stochastic Interventions
Estimators and datasets for treatment effect estimation in natural experiments.
Visual Analysis of Multi-outcome Causal Graphs
🎯 📕 Targeted Learning in R: A Causal Data Science Handbook
This repository provides notebooks based on the book Causal ML.
Course website for STAT 451 at Macalester College (Fall 2024)
Supplementary material for the article "Double Machine Learning and Batch Adaptive Experiments" in the Journal of Causal Inference
Awesome Causal Incremental / Continual / Lifelong Learning
Course website for MY457 and MY557 at the London School of Economics