Medical AI

Enhancing Statistical Validity and Power in Hybrid Controlled Trials: A Randomization Inference Approach with Conformal Selective Borrowing ICML 2025 Enhancing Study-Level Inference from Clinical Trial Papers via Reinforcement Learning-Based Numeric Reasoning EMNLP 2025 Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective ICML 2025 Error Detection in Medical Note through Multi Agent Debate ACL 2025 Error Profiling of Machine Learning Models: An Exploratory Visualization MLHC 2025 Evaluating Health Question Answering Under Readability-Controlled Style Perturbations EMNLP 2025 Evaluating Large Language Models on Health-Related Claims Across Arabic Dialects COLING 2025 Evaluation of Medical Large Language Models: Taxonomy, Review, and Directions IJCAI 2025 Experience Report: Implementing Machine Translation in a Regulated Industry EMNLP 2025 Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025 Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts EMNLP 2025 FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning AAAI 2025 Fine-tuning LLMs to Extract Epilepsy Seizure Frequency Data from Health Records ACL 2025 Fine-tuning Strategies for Automatic Speech Recognition of Low-Resource Speech with Autism Spectrum Disorder Interspeech 2025 Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning ACL 2025 From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes EMNLP 2025 From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation EMNLP 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining ICML 2025 FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025 FuseUNet: A Multi-Scale Feature Fusion Method for U-like Networks ICML 2025 GEMeX: A Large-Scale, Groundable, and Explainable Medical VQA Benchmark for Chest X-ray Diagnosis ICCV 2025 Gender-Neutral Large Language Models for Medical Applications: Reducing Bias in PubMed Abstracts ACL 2025 Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction ICML 2025 Generalizing Causal Effects from Randomized Controlled Trials to Target Populations across Diverse Environments ICML 2025