Research map / Reinforcement learning / Policy gradient and actor-critic
Deep Reinforcement Learning for Cost-Effective Medical Diagnosis
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SM-DDPO instead of the strongest listed baseline | Clinical diagnostic policy · AKI | AM: 0.714 -> 0.741 | Helped |
| Use SM-DDPO instead of the strongest listed baseline | Clinical diagnostic policy · Ferritin | AM: 0.842 -> 0.845 | Helped |
| Use SM-DDPO instead of the strongest listed baseline | Clinical diagnostic policy · Sepsis | AM: 0.752 -> 0.754 | Helped |
| Optimize the dynamic policy for F1 | SM-DDPO · Ferritin | F1: 0.624 | Helped |
| Optimize the dynamic policy for F1 | SM-DDPO · AKI | F1: 0.495 | Helped |
| Optimize the dynamic policy for F1 | SM-DDPO · Sepsis | F1: 0.562 | Helped |
Closest papers by meaning
- Deep Reinforcement Learning for Early Diagnosis of Lung Cancer (AAAI 2024 · similarity 0.86)
- QoQ-Med: Building Multimodal Clinical Foundation Models with Domain-Aware GRPO Training (NeurIPS 2025 · similarity 0.84)
- MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis (AAAI 2026 · similarity 0.83)
- Offline Guarded Safe Reinforcement Learning for Medical Treatment Optimization Strategies (NeurIPS 2025 · similarity 0.83)
- Timely Clinical Diagnosis through Active Test Selection (NeurIPS 2025 · similarity 0.83)
- Position: Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination (ICML 2024 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.