Peer-Grounded Counterfactual Path Planning for Chronic Health Management

arXiv:2609.30838 · cs.LG · Submitted 2026-09-25 · Read on arXiv

cs.LG

Submitted: 2026-09-25

Updated: 2026-09-25

Code: https://github.com/SamanKhamesian/POROS

Terminology

• Counterfactual Explanations — 5× in this paper
• Graph Construction — 4× in this paper · explained in 3 episodes
• Time in Range — 3× in this paper
• Clinical Behavioral Transition Distance — 2× in this paper
• Digital Twin — 2× in this paper · explained in 5 episodes
• Accountability — 1× in this paper · explained in 2 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Multimodal Dataset — 1× in this paper · explained in 2 episodes

Sources

• GlyTwin: Digital Twin for Glucose Control in Type 1 Diabetes Through Optimal Behavioral Modifications Using Patient-Centric Counterfactuals
• Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse

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