Pharma & Biotechsequential decision optimizationproposed research-stage method validated in experiments, not described as deployed in production care workflows.

Offline RL optimization of adaptive treatment strategies with treatment stitching

The system learns better treatment plans from old patient records by combining pieces of real treatment journeys and filling gaps between similar patient states, instead of experimenting on live patients.

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Executive Brief

Business Problem Solved

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Value Drivers

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Technical Analysis

Model Strategy

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Data Strategy

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Part of Application

Personalized Treatment Optimization

2 use cases in this application

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Source

https://arxiv.org/abs/2511.12075