Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI | Paper Citation Record

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This paper cites Apprenticeshiplearningviainverserein- forcement learning, in: Proceedings of the twenty-first international conference on Machine learning, p.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Apprenticeshiplearningviainverserein- forcement learning, in: Proceedings of the twenty-first international conference on Machine learning, p

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This paper cites A prehospital triage system to detect traumatic intracranial hemorrhage using machine learning algorithms.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A prehospital triage system to detect traumatic intracranial hemorrhage using machine learning algorithms

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This paper cites Machine learning in clinical decision making.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Machine learning in clinical decision making

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

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This paper cites Optimized blockchain-basedhealthcareframeworkempoweredbymixedmulti- agent reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Optimized blockchain-basedhealthcareframeworkempoweredbymixedmulti- agent reinforcement learning

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This paper cites A systematic review of trustworthy and explain- able artificial intelligence in healthcare: Assessment of qual- ity, bias risk, and data fusion.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A systematic review of trustworthy and explain- able artificial intelligence in healthcare: Assessment of qual- ity, bias risk, and data fusion

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This paper cites Asynchronous Advantage Actor-Critic Agent for Starcraft II.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Asynchronous Advantage Actor-Critic Agent for Starcraft II

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This paper cites Reinforcement learning in healthcare: optimizing treatmentstrategies,dynamicresourceallocation,andadaptiveclin- ical decision-making.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinforcement learning in healthcare: optimizing treatmentstrategies,dynamicresourceallocation,andadaptiveclin- ical decision-making

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This paper cites Explainabilityforartificialintelligenceinhealthcare: a multidisciplinary perspective.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Explainabilityforartificialintelligenceinhealthcare: a multidisciplinary perspective

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

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Observation 4b88890c-bb42-4578-8eb1-aa60ecc1c6d0 · outbound

This paper cites A comprehensive review on machine learning in healthcare industry: classification, restrictions, opportunities and challenges.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A comprehensive review on machine learning in healthcare industry: classification, restrictions, opportunities and challenges

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This paper cites On the challenges of using reinforcement learning in precision drug dosing:Delayandprolongednessofactioneffects,in:Proceedingsof the AAAI Conference on Artificial Intelligence, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI On the challenges of using reinforcement learning in precision drug dosing:Delayandprolongednessofactioneffects,in:Proceedingsof the AAAI Conference on Artificial Intelligence, pp

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This paper cites Optimizing substance use treatment selection using reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Optimizing substance use treatment selection using reinforcement learning

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Observation 0c6af5c0-b2a5-4251-844c-9efb9cfe827d · outbound

This paper cites Using artificial intelligence to learn optimal regimen plan for alzheimer’s disease.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Using artificial intelligence to learn optimal regimen plan for alzheimer’s disease

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This paper cites Reinvent 2.0: an ai tool for de novo drug design.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinvent 2.0: an ai tool for de novo drug design

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This paper cites Trans- forming health care with artificial intelligence: redefining medical documentation.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Trans- forming health care with artificial intelligence: redefining medical documentation

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This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback

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This paper cites Implementing machine learninginhealthcare—addressingethicalchallenges.NewEngland Journal of Medicine 378, 981–983.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Implementing machine learninginhealthcare—addressingethicalchallenges.NewEngland Journal of Medicine 378, 981–983

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This paper cites RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

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This paper cites Event-triggered drug dosage control strategy of immune systems via safe integral reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Event-triggered drug dosage control strategy of immune systems via safe integral reinforcement learning

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This paper cites Reinforcement learning based diagnosis and prediction for covid-19 by optimizing a mixed cost function from ct images.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinforcement learning based diagnosis and prediction for covid-19 by optimizing a mixed cost function from ct images

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This paper cites A model-based hybrid soft actor-critic deep reinforcement learning algorithm for optimal ventilator settings.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A model-based hybrid soft actor-critic deep reinforcement learning algorithm for optimal ventilator settings

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This paper cites Teleconsultation dynamic scheduling with a deep reinforcement learning approach.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Teleconsultation dynamic scheduling with a deep reinforcement learning approach

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Observation 3e58feb5-2882-45c2-b14c-e83605e239b6 · outbound

This paper cites An online trajectory guidance framework via imitation learning and interactive feedback in robot-assisted surgery.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI An online trajectory guidance framework via imitation learning and interactive feedback in robot-assisted surgery

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This paper cites A Survey on Explainable Deep Reinforcement Learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A Survey on Explainable Deep Reinforcement Learning

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Deep reinforcement learning extracts the optimal sepsis treatment policy from treatment records

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This paper cites MolGAN: An implicit generative model for small molecular graphs.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI MolGAN: An implicit generative model for small molecular graphs

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This paper cites Advances and applications in inverse reinforcement learning: a comprehensive review.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Advances and applications in inverse reinforcement learning: a comprehensive review

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This paper cites Situation-dependentcausalinfluence-basedcooperativemulti-agent reinforcementlearning,in:ProceedingsoftheAAAIConferenceon Artificial Intelligence, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Situation-dependentcausalinfluence-basedcooperativemulti-agent reinforcementlearning,in:ProceedingsoftheAAAIConferenceon Artificial Intelligence, pp

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Patient-specific sedation management via deep reinforcement learning

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This paper cites Learn from safe experience: Safe reinforcement learning for task automation of surgical robots.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Learn from safe experience: Safe reinforcement learning for task automation of surgical robots

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This paper cites Sim-to-real surgical robot learningandautonomousplanningforinternaltissuepointsmanipu- lationusingreinforcementlearning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Sim-to-real surgical robot learningandautonomousplanningforinternaltissuepointsmanipu- lationusingreinforcementlearning

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Provably Robust Federated Reinforcement Learning

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This paper cites Towards trustworthy automatic diagnosis systems by emulating doctors’ reasoning with deep reinforcement learning, in:AdvancesinNeuralInformationProcessingSystems,pp.24502– 24515.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Towards trustworthy automatic diagnosis systems by emulating doctors’ reasoning with deep reinforcement learning, in:AdvancesinNeuralInformationProcessingSystems,pp.24502– 24515

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This paper cites More robust doubly robust off-policy evaluation, in: International Conference on Machine Learning, PMLR.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI More robust doubly robust off-policy evaluation, in: International Conference on Machine Learning, PMLR

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This paper cites Semi-markov offline reinforce- ment learning for healthcare, in: Conference on Health, Inference, and Learning, PMLR.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Semi-markov offline reinforce- ment learning for healthcare, in: Conference on Health, Inference, and Learning, PMLR

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This paper cites Transforming Multimodal Models into Action Models for Radiotherapy.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Transforming Multimodal Models into Action Models for Radiotherapy

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Off-policy deep rein- forcementlearningwithoutexploration,in:Internationalconference on machine learning, PMLR

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Learningtotreatsepsiswithmulti-outputgaus- sian process deep recurrent q-networks

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Ai-assisted warfarin dose optimisation with curate

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Causal inference from cross-sectional earth system data with geographical convergent cross mapping

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Off-Policy Evaluation for Human Feedback

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Personalized decision making for coronary artery disease treatmentusingofflinereinforcementlearning

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Personalizeddecisionmakingforcoronaryarterydisease treatmentusingofflinereinforcementlearning

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI The false hope of current approaches to explainable artificial intelligence in health care

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Medications for analgesia and sedation in the intensive care unit: an overview

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Guidelines for reinforcement learning in healthcare

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Machine learning with optimization to create medicine intake schedules for parkin- son’s disease patients

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Extubation after breathing trials with automatictubecompensation,t-tube,orpressuresupportventilation

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Sim2real rope cutting with a surgical robot using vision-based reinforcement learning

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Observation b51c75ed-f0d2-4bc6-989a-a31d77381147 · outbound

This paper cites Evaluating the diagnostic performance of symptom checkers: Clinical vignette study.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Evaluating the diagnostic performance of symptom checkers: Clinical vignette study

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:53.966709Z

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

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This paper cites Longi- tudinalchangesindiagnosticaccuracyofadifferentialdiagnosislist developed by an ai-based symptom checker: retrospective observa- tional study.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Longi- tudinalchangesindiagnosticaccuracyofadifferentialdiagnosislist developed by an ai-based symptom checker: retrospective observa- tional study

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Observation c58fb827-8b84-4716-8840-7fbf995271e4 · outbound

This paper cites Investigatingthe potential of reinforcement learning and deep learning in improving alzheimer’s disease classification.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Investigatingthe potential of reinforcement learning and deep learning in improving alzheimer’s disease classification

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Observation 21d8895a-592e-4074-908e-0d23f3403fe4 · outbound

This paper cites Deep recurrent q-learning for partially observable mdps., in: AAAI fall symposia, p.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Deep recurrent q-learning for partially observable mdps., in: AAAI fall symposia, p

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:53.984249Z

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Observation 852e8429-f5c3-48c2-8ba2-33dcee4453d3 · outbound

This paper cites IEEE Wireless Communications 28, 6–11.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI IEEE Wireless Communications 28, 6–11

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Resolution: verified exact; doi, observed 2026-08-05T15:08:54.695502Z

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Observation 9d591e9d-f25a-43f1-b704-cb5731291dcb · outbound

This paper cites Understanding the patient perspective of epilepsy treatment through text mining of online patient support groups.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Understanding the patient perspective of epilepsy treatment through text mining of online patient support groups

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:53.989409Z

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Observation 4b39b70d-7f8b-4394-95d3-44059f428e1e · outbound

This paper cites A survey of large language models for healthcare: fromdata,technology,andapplicationstoaccountabilityandethics.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A survey of large language models for healthcare: fromdata,technology,andapplicationstoaccountabilityandethics

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:53.991765Z

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Observation f3ecea35-f958-4503-8589-439cd2475a0b · outbound

This paper cites A blockchain-based scheme for secure data offloading in healthcare with deep reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A blockchain-based scheme for secure data offloading in healthcare with deep reinforcement learning

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Observation 824d38b9-8200-4ef6-bc6c-c523197c01ff · outbound

This paper cites Model Based Reinforcement Learning for Personalized Heparin Dosing.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Model Based Reinforcement Learning for Personalized Heparin Dosing

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Resolution: verified exact; local_arxiv, observed 2026-08-05T15:08:56.229502Z

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Observation 8b459f2e-cdd7-43ea-9fa8-57e3d2f96b1c · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.000288Z

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Observation de23203d-b3ef-404d-8444-29244d374dde · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Long short-term memory

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.006238Z

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Observation 9ec8c2f9-7553-4dc7-92a6-22fe3bf8c75c · outbound

This paper cites Vime: Variational information maximizing ex- ploration.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Vime: Variational information maximizing ex- ploration

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Observation 9cdb71e4-69ba-435c-a973-23b926d2da8e · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Dynamic programming and markov processes

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.011303Z

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinforcement learning for sepsis treatment: A continuous action space solution

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Observation a3d1bdd2-c4f5-41fc-84b6-58703c74f244 · outbound

This paper cites Deep variational reinforcement learning for pomdps, in: International conference on machine learning, PMLR.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Deep variational reinforcement learning for pomdps, in: International conference on machine learning, PMLR

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.016430Z

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Observation 712ed2eb-bccf-4f04-9632-7373db863552 · outbound

This paper cites Personal- ized insulin dosing using reinforcement learning for high-fat meals and aerobic exercises in type 1 diabetes: a proof-of-concept trial.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Personal- ized insulin dosing using reinforcement learning for high-fat meals and aerobic exercises in type 1 diabetes: a proof-of-concept trial

Reference 74

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Observation 6ac6a665-dc2a-47db-9555-1fdb109692b5 · outbound

This paper cites Irl for restless multi-armed bandits with applications in maternal and child health, in: PRICAI 2024: Trends in Artificial Intelligence, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Irl for restless multi-armed bandits with applications in maternal and child health, in: PRICAI 2024: Trends in Artificial Intelligence, pp

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

Reference 76

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Observation 55a5964d-9f84-4c36-b53d-ef2a386cebb0 · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Basal-bolus advisor for type 1 diabetes (t1d) patients using multi-agent reinforcement learning (rl) methodology

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.026439Z

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Observation 093ec56e-2839-4175-b3ec-ba54ac892f7e · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI A primer on reinforcement learning in medicine for clinicians

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Observation c95821df-2fb0-4028-9f2c-4fb40de35681 · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference

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Observation ef362d3e-c085-4daa-bf04-94c6db3a5996 · outbound

This paper cites Safe reinforcement learningforsepsistreatment,in:2020IEEEInternationalconference on healthcare informatics (ICHI), IEEE.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Safe reinforcement learningforsepsistreatment,in:2020IEEEInternationalconference on healthcare informatics (ICHI), IEEE

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Observation d9108e7c-05c5-44e0-864a-a7b8b69b4d18 · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Doubly robust off-policy value evaluation for reinforcement learning, in: International conference on machine learning, PMLR

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.037864Z

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Observation e761e101-baed-46dc-a56f-3dc605eac58d · outbound

This paper cites Opti- maltreatmentstrategiesforcriticalpatientswithdeepreinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Opti- maltreatmentstrategiesforcriticalpatientswithdeepreinforcement learning

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.040899Z

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Observation 0e845017-4203-4b96-b0f8-8cb8c4f320be · outbound

This paper cites The malmoplatformforartificialintelligenceexperimentation.,in:Ijcai, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI The malmoplatformforartificialintelligenceexperimentation.,in:Ijcai, pp

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.043409Z

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Observation 683b236b-9637-4ab3-af63-06ed314cd503 · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinforcement learn- ing: A survey

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.046328Z

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Observation e237829f-6243-42f4-9cc1-0734607f13b2 · outbound

This paper cites Context-aware symp- tomcheckingfordiseasediagnosisusinghierarchicalreinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Context-aware symp- tomcheckingfordiseasediagnosisusinghierarchicalreinforcement learning

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Resolution: verified exact; doi, observed 2026-08-05T15:08:54.686460Z

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Observation 23ad0529-b2b4-4db9-84cc-11ed9c1ab69e · outbound

This paper cites Elrl-md: a deep learning approach for myocarditis diagnosis using cardiac magnetic resonance images with ensemble and reinforcement learning inte- gration.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Elrl-md: a deep learning approach for myocarditis diagnosis using cardiac magnetic resonance images with ensemble and reinforcement learning inte- gration

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Resolution: malformed identifier; no resolver link, observed 2026-08-05T15:08:54.051882Z

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Observation df4d1ce9-4b95-43ca-8658-4d048e645232 · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.054418Z

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Observation 6666043a-e222-4905-b5c8-2acad0c60a8e · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Reinforcement learning for clinical applica- tions

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.056693Z

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Observation ae999c9d-b19a-47b4-b869-409ebd24dffd · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.059609Z

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Observation d77e2c6d-8fc8-4689-a30e-8a1993a88c9f · outbound

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Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Physiological Measurement 42, 025006

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Observation e7c08f9a-b067-46ac-b208-998784b5b0ab · outbound

This paper cites Building a personalized messaging system for health intervention inunderprivilegedregionsusingreinforcementlearning.,in:IJCAI, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Building a personalized messaging system for health intervention inunderprivilegedregionsusingreinforcementlearning.,in:IJCAI, pp

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.065072Z

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Observation 57bba718-eecc-4af9-ac1a-cff4bc737e2a · outbound

This paper cites The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care

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Observation 6790d2ef-8325-4f2f-abc1-19595e0f4c2d · outbound

This paper cites Towards safe mechanical ventilation treatment using deep offline reinforcement learning, in: Proceedings of the AAAI Conference on Artificial Intelligence, pp.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Towards safe mechanical ventilation treatment using deep offline reinforcement learning, in: Proceedings of the AAAI Conference on Artificial Intelligence, pp

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Observation cb5e42dd-628c-4de8-97c9-5f4cc4c435a7 · outbound

This paper cites Designanefficientvarmalstmgru model for identification of deep-fake images via dynamic window- based spatio-temporal analysis.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Designanefficientvarmalstmgru model for identification of deep-fake images via dynamic window- based spatio-temporal analysis

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.072593Z

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Observation 98cc2015-24a9-4be6-85f8-5fa01a6d0d5b · outbound

This paper cites Hierarchical deep reinforcement learning: Integrating temporal ab- straction and intrinsic motivation.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Hierarchical deep reinforcement learning: Integrating temporal ab- straction and intrinsic motivation

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.075126Z

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Observation 5983922a-f426-4bc6-a0c5-7e22642a05fe · outbound

This paper cites Conservative q-learning for offline reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Conservative q-learning for offline reinforcement learning

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.077569Z

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Observation b5b774aa-4bd5-45b3-983b-9d538bdeb4b8 · outbound

This paper cites Artificial intel- ligence in disease diagnosis: a systematic literature review, synthe- sizing framework and future research agenda.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Artificial intel- ligence in disease diagnosis: a systematic literature review, synthe- sizing framework and future research agenda

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Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.080066Z

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Observation b4376bf6-a559-48cd-90b5-c0e0a71f90a5 · outbound

This paper cites Mobile-fog-cloud assisted deep reinforcement learning and blockchain-enable iomt system for healthcare workflows.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Mobile-fog-cloud assisted deep reinforcement learning and blockchain-enable iomt system for healthcare workflows

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.082549Z

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Observation 52ceb5f8-27ac-4562-9401-fb68f0a62944 · outbound

This paper cites Fiber-optics iot healthcare system based on deep reinforcement learning combi- natorial constraint scheduling for hybrid telemedicine applications.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Fiber-optics iot healthcare system based on deep reinforcement learning combi- natorial constraint scheduling for hybrid telemedicine applications

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:54.084801Z

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Observation 9c2f2111-ba65-41e9-9b30-c2096e9b08b8 · outbound

This paper cites Data-drivenhospitalsstaffandresourcesalloca- tion using agent-based simulation and deep reinforcement learning.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Data-drivenhospitalsstaffandresourcesalloca- tion using agent-based simulation and deep reinforcement learning

Reference 100

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