bias detection 1causal inference 1covariate balance 1Markov decision processes 1offline reinforcement learning 1treatment recommendation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
LLM4EHR: Aligning Clinical Time Series with Medical Event Sequences via Large Language Models
Jingteng Li, Alexander Capstick, Louise Rigny +3
Recent research in clinical machine learning, focusing on outcome predictions in intensive care unit (ICU), has shifted from bespoke supervised models to foundation models, utilisi…
cs.LG2026
Evaluating covariate balance for long time horizon Markov decision processes
Joshua Spear, Rebecca Pope, Neil J Sebire
The paper investigates how covariate balance diagnostics can be used to detect hidden confounding and model miss‑specification in offline reinforcement learning for long‑horizon tr…
cs.CL2026
A Semi-Automated Annotation Workflow for Paediatric Histopathology Reports Using Small Language Models
Avish Vijayaraghavan, Jaskaran Singh Kawatra, Sebin Sabu +11
Electronic Patient Record (EPR) systems contain valuable clinical information, but much of it is trapped in unstructured text, limiting its use for research and decision-making. La…