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Papers
A causal machine learning framework for pharmacovigilance signal detection in electronic health records: Drug-induced acute kidney injury
CLeaR 2026
CliCARE: Grounding Large Language Models in Clinical Guidelines for Decision Support over Longitudinal Cancer Electronic Health Records
AAAI 2026
EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks
AAAI 2026
Evaluation and LLM-Guided Learning of ICD Coding Rationales
EACL 2026
Experience Retrieval-Augmentation with Electronic Health Records Enables Accurate Discharge QA
ACL 2026
JointCoder: Exploring Automated ICD Coding on Real-World Chinese EHRs with a Multi-Agent Framework
ACL 2026
Knowledge-Enhanced Explainable Hypergraph Convolution Network for Medication Recommendation
AAAI 2026
LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals
ACL 2026
Medical Summarization in Practice: Design, Deployment, and Analysis of a Clinical Summarization System for a German Hospital
EACL 2026
MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs
ACL 2026
MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis
ACL 2026
Neuro-Symbolic Federated Learning over Heterogeneous Data-Views: A Structured Approach to Distributive EHR Modelling
AAAI 2026
Patient-Similarity Cohort Reasoning in Clinical Text-to-SQL
EACL 2026
Text-Attributed Knowledge Graph Enrichment with Large Language Models for Medical Concept Representation
ACL 2026
Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance
AAAI 2026
ACES: Automatic Cohort Extraction System for Event-Stream Datasets
ICLR 2025
Advancing Medical Multimodal Learning and Data Generation with Diffusion Model and LLM
AAAI 2025
A Framework for Flexible Extraction of Clinical Event Contextual Properties from Electronic Health Records
ACL 2025
AI Diagnostic Assistant (AIDA): A Predictive Model for Diagnoses from Health Records in Clinical Decision Support Systems
IJCAI 2025
Aligning AI Research with the Needs of Clinical Coding Workflows: Eight Recommendations Based on US Data Analysis and Critical Review
ACL 2025
ArgHiTZ at ArchEHR-QA 2025: A Two-Step Divide and Conquer Approach to Patient Question Answering for Top Factuality
ACL 2025
CogStack-KCL-UCL at ArchEHR-QA 2025: Investigating Hybrid LLM Approaches for Grounded Clinical Question Answering
ACL 2025
Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHR Data
ICLR 2025
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis
ACL 2025
CUNI-a at ArchEHR-QA 2025: Do we need Giant LLMs for Clinical QA?
ACL 2025