A Causal Perspective on Label Bias
Predictive models developed with machine learning techniques are commonly used to
inform decision making and resource allocation in high-stakes contexts, such as healthcare …
inform decision making and resource allocation in high-stakes contexts, such as healthcare …
Experimenting on Markov Decision Processes with Local Treatments
S Chen, D Simchi-Levi, C Wang - arXiv preprint arXiv:2407.19618, 2024 - arxiv.org
Utilizing randomized experiments to evaluate the effect of short-term treatments on the short-
term outcomes has been well understood and become the golden standard in industrial …
term outcomes has been well understood and become the golden standard in industrial …
Predicting Long Term Sequential Policy Value Using Softer Surrogates
Performing policy evaluation in education, healthcare and online commerce can be
challenging, because it can require waiting substantial amounts of time to observe outcomes …
challenging, because it can require waiting substantial amounts of time to observe outcomes …
Short-Long Policy Evaluation with Novel Actions
HA Nam, Y Chandak, E Brunskill - arXiv preprint arXiv:2407.03674, 2024 - arxiv.org
From incorporating LLMs in education, to identifying new drugs and improving ways to
charge batteries, innovators constantly try new strategies in search of better long-term …
charge batteries, innovators constantly try new strategies in search of better long-term …