Medication Leaflet

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2 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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HADRec: A Hierarchy-Aware Drug Recommendation Framework by Fusing Molecular Knowledge and Electronic Health Record
Oct 1, 2026Junke Wang, Hongshun Ling, Li Zhang +4Medication Leaflet Electronic Health Records
School of Biomedical Engineering,South-Central Minzu University, 182 Minzu Avenue, Hongshan District, WuHan, 430074, HuBei, China
Prescriptive SVD-Inspired Attention via Spectral Energy Retention
Sep 21, 2026Vasileios Arampatzakis, Vasileios Sevetlidis, George PavlidisTransformer Architectures Medication Leaflet
Athena Research Center, Greece
Towards AI-Assisted Clinical Trial Matching: Practical Considerations, Multicenter Evaluation, and Real-World Deployment
Sep 1, 2026Yin Fang, Qiao Jin, Shubo Tian +24Clinical Trials Multicenter Evaluation
Division of Intramural Research, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA. · UI Health, University of Illinois Chicago. Chicago, IL, USA. · University of Illinois Urbana-Champaign, Urbana, IL, USA. +6
Coupled Graph--Policy Distillation for Personalized Medication Safety in Older Adults with Multimorbidity
Aug 10, 2026Zihan Wang, Anglin Liu, Rongyi Wang +6Medication Leaflet Multimorbidity
1Artificial Intelligence Thrust, The Hong Kong University of Science and Technology (Guangzhou) · Faculty of Engineering, University of New South Wales · 3Medical Big Data Center, Guangdong Provincial People’s Hospital, Southern Medical University +2
Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning
Aug 4, 2026Zhitian Hou, Yuhang Liu, Pengkai Wang +8Medication Leaflet Patients
The Hong Kong Polytechnic University · Sun Yat-sen University
Characterizing Treatment-Context Medication Evidence Across Clinic Notes and Structured EHR Medication History
Aug 3, 2026Mingyang Jiang, Congning Ni, Weixin Liu +1Medication Leaflet Electronic Health Records
Vanderbilt University, Nashville, TN, USA · Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
GRAIN: Molecules Are Not the Right Granularity -- Active-Ingredient Modeling for Safe Medication Recommendation
Jul 30, 2026Juao Fan, Jinhan Li, Shengxin ZhuMedication Leaflet Drug-Drug Interactions
Guangdong Provincial Key Laboratory of Interdisciplinary Research and Application for Data Science, Beijing Normal–Hong Kong Baptist University, Zhuhai, China
Improving Rare Medication Recommendation with Counterfactual Data Augmentation and Large Language Models
Jul 23, 2026Shinhwan Kang, Soo Yong Lee, Jaewon Kim +2Medication Leaflet Rare Disease
KAIST Seoul, South Korea · KAIST Daejeon, South Korea · Korea University Seoul, South Korea
Exploring Post-Training Alignment of Small Language Models for Biomedical Data-to-Text Generation: A Case Study of Medication Leaflet
Jul 15, 2026Xi Yang, Guodong Liu, Chuqin Li +10Large Language Model Alignment Biomedical Text
Advanced Intelligence, Eli Lilly and Company, Indianapolis, IN, USA · Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, IN, USA · Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States +2
Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care
Jun 30, 2026Shreyas Rajesh, Kartik Sharma, Tonmoy Monsoor +8Medication Leaflet Seizure Detection
Electrical and Computer Engineering, University of California, Los Angeles · Makerere University · St. Francis Hospital Nsambya +1
Knowledge-augmented Agentic AI for Mental Health Medication Information Seeking
Jun 24, 2026Huizi Yu, Jian Liu, Wenkong Wang +10Medication Leaflet Biomedical Knowledge Graph
Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China · Department of Psychiatry, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China · School of Control Science and Engineering, Shandong University, Ji’nan, Shandong, China +5
The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
Jun 23, 2026Eileanor LaRocco, Sarah Tan, Adarsh Subbaswamy +4Medication Leaflet Clinician Trust
University of Virginia · Cornell University · University of Maryland, Baltimore +1
DrugBench: Evaluating AI Control Protocols for Medication Harm Mitigation
Jun 10, 2026Guido Freire, Agustín Martínez-Suñé, Viviana CotikMedication Leaflet Artificial Intelligence Safety
Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Departamento de Computación, Argentina. · AI Safety Argentina (AISAR). · Department of Computer Science, University of Oxford, United Kingdom. +1
Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA
Jun 2, 2026Maroof Kousar, Yibo HuMedication Leaflet Dose
Illinois Institute of Technology Chicago, IL, USA
DrugClaw and DrugAudit: A Primary-Source-Grounded Agent and Authority-Aware Benchmark for Drug-Information Question Answering
May 31, 2026Qing Wang, Bo Li, Jialu Liang +3Medication Leaflet Biomedical Text
Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Florida, USA · PAMI Research Group, Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Taipa, Macau, China
Medication-Aware Financial Exploitation Detection for Alzheimer's Patients Using Edge-Aware Interaction Risk Modeling
May 30, 2026Farzana Akter, Lisan Al Amin, Rakib Hossain +2Alzheimer Medication Leaflet
Cognitive Links LLC, Maryland, USA · University of Maryland, College Park, USA
SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation
May 27, 2026Xinyu Wang, Hanwei Wu, Zhenghan Tai +7Medication Leaflet Mimic-Iv Datasets
McGill University · McMaster University · University of Toronto +1
Diagnosis Is Not Prescription: Linguistic Co-Adaptation Explains Patching Hazards in LLM Pipelines
May 21, 2026Yoon Jeonghun, Kim DongchanLarge Language Models Fail Large Language Model Agents
KAIST (Korea Advanced Institute of Science and Technology), Republic of Korea · NAVER Corp., Seongnam, Republic of Korea · NAVER Corp., Bellevue, WA, USA
Evidence-Grounded Frontier Mapping and Agentic Hypothesis Generation in Nanomedicine
May 18, 2026Christiaan G. A. Viviers, Koen de Bruin, Mirre M. Trines +6Research Automation Medication Leaflet
ARIA Lab, Signal Processing Systems, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands. · Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands. · The Louis Family Laboratory for Targeted Drug Delivery and Personalized Medicine Technologies, Department of Chemical Engineering, Technion - Israel Institute of Technology, Haifa, Israel. +2
RxEval: A Prescription-Level Benchmark for Evaluating LLM Medication Recommendation
May 14, 2026Shuhao Chen, Weisen Jiang, Changmiao Wang +4Medication Leaflet Clinical Reasoning Training
The Hong Kong University of Science and Technology · Southern University of Science and Technology · The Chinese University of Hong Kong +2
Feature importance analysis for patient management decisions
May 6, 2026Michal Valko, Milos HauskrechtClinical Decision Support Electronic Health Records
Department of Computer Science, University of Pittsburgh, Pittsburgh, PA
Dialysis Risk Prediction and Treatment Effect Estimation for AKI patients using Longitudinal Electronic Health Records
Apr 27, 2026Kalyani P. Pande, Evan Yang, Bryan Zhu +3Chronic Kidney Disease Electronic Health Records
Stony Brook University, Stony Brook, NY, USA
Serialisation Strategy Matters: How FHIR Data Format Affects LLM Medication Reconciliation
Apr 22, 2026Sanjoy PatorMedication Leaflet Pretraining
Independent Researcher
PACE-RAG: Patient-Aware Contextual and Evidence-Constrained RAG for Clinical Drug Recommendation
Mar 18, 2026Chaeyoung Huh, Hyunmin Hwang, Jung Hwan Shin +3Medication Leaflet Clinical Reasoning Training
1Korea Advanced Institute of Science and Technology, KAIST, Republic of Korea · Department of Neurology, Seoul National University Hospital, Republic of Korea · 3Asan Medical Center, University of Ulsan, College of Medicine, Republic of Korea +1

Oct 1, 2026, cs.LGJ/K move · Enter open · S save

HADRec: A Hierarchy-Aware Drug Recommendation Framework by Fusing Molecular Knowledge and Electronic Health Record

Junke Wang, Hongshun Ling, Li Zhang, Jinjing Wu+3

School of Biomedical Engineering,South-Central Minzu University, 182 Minzu Avenue, Hongshan District, WuHan, 430074, HuBei, China

Medication Leaflet Electronic Health Records Mimic-Iv Datasets Moleculenet Recommendation

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Accurate medication recommendation is central to clinical decision-making, directly determining therapeutic efficacy and patient safety. However, existing methods suffer from two key limitations: drugs are often abstracted as discrete tokens, ignoring their molecular structures and pharmacological mechanisms, and the commonly used "flat" recommendation paradigm fails to leverage the hierarchical logic of the internationally standardized Anatomical Therapeutic Chemical (ATC) classification system. To address these issues, we propose HADRec, a Hierarchy-Aware Drug Recommendation framework that integrates molecular knowledge with electronic health records (EHRs). HADRec employs LLaMA-7B to encode clinical notes for rich patient representations and ChemBERTa to encode drug Simplified Molecular Input Line Entry System strings, building a global molecular knowledge base. A cross-attention mechanism then performs deep multimodal fusion between patient states and drug features. The framework further incorporates a hierarchical predictor and a novel consistency constraint loss to enforce strict adherence to ATC logical dependencies. Extensive experiments on MIMIC-III demonstrate that HADRec achieves state-of-the-art performance across Jaccard, F1, and PR-AUC. External validation on MIMIC-IV confirms strong generalization under distribution shifts, and calibration analysis shows well-calibrated predictive confidence on MIMIC-IV with ECE = 0.04, and Brier = 0.06. Counterfactual evaluation reveals clinically aligned reasoning, disentangling disease-specific treatments from general care. Together, these results establish HADRec as a high-performance, interpretable, and clinically grounded pathway toward safe and reliable AI-driven medication recommendation.

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