Awesome Domain — Healthcare

Key papers

• Deep Learning for Time Series Forecasting: A Survey (2025)
  Xiangjie Kong et al.
  11.40
• Multi-modal Time Series Analysis: A Tutorial and Survey (2025)
  Yushan Jiang et al.
  10.40
• HighAir: A Hierarchical Graph Neural Network-Based Air Quality Forecasting Method (2021)
  Ling Chen et al.
  10.21
• From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization (2025)
  Xiaoyu Tao et al.
  7.68
• Boundary-enhanced time series data imputation with long-term dependency diffusion models (2025)
  Chunjing Xiao et al.
  7.29
• Physics-informed deep learning for infectious disease forecasting (2025)
  Ying Qian et al.
  6.78
• Epidemic Forecasting with a Hybrid Deep Learning Method Using CNN-LSTM With WOA-GWO Parameter Optimization: Global COVID-19 Case Study (2025)
  Mousa Alizadeh et al.
  5.96
• Transformer Model for Alzheimer's Disease Progression Prediction Using Longitudinal Visit Sequences (2025)
  Mahdi Moghaddami et al.
  5.87
• FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting (2025)
  Wenzhen Yue and Yong Liu and Xianghua Ying and Bowei Xing and Ruohao Guo and Ji Shi
  5.84
• TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents (2025)
  Geon Lee et al.
  5.59
• EHRNote-ChatQA: A Benchmark for Evidence-Grounded Multi-Turn Clinical Question Answering over Longitudinal Discharge Summaries (2026)
  Jiyoun Kim et al.
  5.49
• Feynman Kac Reweighted Schr\"odinger Bridge Matching for Surface-Based Tau PET Harmonization (2026)
  Jianwei Zhang et al.
  5.01
• LLM Features Can Hurt GNNs: Concatenation Interference on Homophilous Graph Benchmarks (2026)
  Zhongyuan Wang et al.
  5.01
• When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support (2026)
  Drishti Goel et al.
  5.01
• Integrating Spatiotemporal Features in LSTM for Spatially Informed COVID-19 Hospitalization Forecasting (2025)
  Zhongying Wang et al.
  4.53
• Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay (2025)
  Hussain Jagirdar et al.
  4.42
• Forecasting Clinical Risk from Textual Time Series: Structuring Narratives for Temporal AI in Healthcare (2025)
  Shahriar Noroozizadeh et al.
  4.42
• TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching (2026)
  Zhe Li et al.
  4.39
• Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules (2026)
  Wei Xu et al.
  4.39
• RadSEM: A Finding-by-Finding Metric for Clinical Consistency in Radiology Reports (2026)
  Zhenhong Yang et al.
  4.39
• Informative Missingness to Generate Irregular Clinical Time Series (2026)
  Hadi Mehdizavareh et al.
  4.39
• Loss Landscape Poisoning: Targeted Extraction of Unseen Training Data from LLMs (2026)
  Md Abdullah Al Mamun et al.
  4.39
• The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance (2026)
  Csaba Kiss et al.
  4.39
• Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis (2026)
  Jingyu Hu et al.
  4.39
• Agentic Discovery of Non-Canonical Antimicrobial Peptides with AMPGAN v3 (2026)
  Jay Jung et al.
  4.39
• Tropical Viterbi Tubes for Decoding Uncertainty in Hidden Markov Models (2026)
  Aur\'elien Nicosia
  4.39
• SpeechDx: A Multi-Task Benchmark for Clinical Speech AI (2026)
  Sejal Bhalla et al.
  4.39
• Geometry-Consistent Endoscopic Representations for Image-Guided Navigation via Structured Foundation Model Adaptation (2026)
  Hongchao Shu et al.
  4.39
• Bayesian Magnetic Resonance Joint Image Reconstruction and Uncertainty Quantification using Sparsity Prior Models and Markov Chain Monte Carlo Sampling (2026)
  Ahmed Karam Eldaly et al.
  4.39
• MeiBRD: Meta-Learning Intraoperative Biomechanical Residual Deformation (2026)
  Casey Meisenzahl et al.
  4.39
• Treatment Response Optimized Clinical Decision Support AI System via Digital Twin Simulation (2026)
  Xinyu Qin et al.
  4.39
• Enhancing Pathological VLMs with Cross-scale Reasoning (2026)
  Chi Phan et al.
  4.39
• Spatio-Temporal Fusion Model for Standard View Classification of Echocardiographic Videos (2026)
  Bo Gou et al.
  4.39
• Patients With Personality: Realistic Patient Simulation through Controlled Diversity and Selective Disclosure (2026)
  Moritz Schlager et al.
  4.39
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems (2026)
  Xi Chu et al.
  4.39
• A Machine-Learned Comorbidity Index (2026)
  Suleman Baloch et al.
  4.39
• A Bayesian Boolean Matrix Factorization with Application to Copy Number Analysis in Cancer (2026)
  Adolphus Wagala et al.
  4.39
• Learning to Refine Hidden States for Reliable LLM Reasoning (2026)
  Chia-Hsuan Hsu et al.
  4.39
• SegTME-UNI2: A Foundation Model-Based Framework for Generalisable Multiclass Cell Segmentation and LLM-Driven Tumour Microenvironment Characterisation in Histopathology (2026)
  Wan Siti Halimatul Munirah Wan Ahmad et al.
  4.39
• Vision-language models for chest radiography do not always need the image (2026)
  Mahshad Lotfinia et al.
  4.39
• Talking to Your Data: Exploring Embodied Conversation as an Interface for Personal Health Reflection (2026)
  Nikola Kovacevic et al.
  4.39
• On Response-Adaptive Targeting Strategies for Multi-Treatment Experiments (2026)
  Redouane Yagouti et al.
  4.39
• High-Fidelity 3D Geometric Reconstruction of Pelvic Organs from MRI: A Hybrid Deep Learning and Iterative Optimization Approach (2026)
  Hui Wang et al.
  4.39
• How Inference Compute Shapes Frontier LLM Evaluation (2026)
  Jessica McFadyen et al.
  4.39
• Beyond Visual Cues: CoT-Enhanced Reasoning for Semi-supervised Medical Image Segmentation (2026)
  Yuming Chen et al.
  4.39
• Robustness of Similarity-based Positional Encoding Under Rotations: Theoretical Analysis and Experimental Validation (2026)
  Andrea Santomauro et al.
  4.39
• SegDINO: Introducing Multi-Scale Structure into DINO for Efficient Medical Image Segmentation (2026)
  Sicheng Yang et al.
  4.39
• Recover Semantics First, Generate Better: Improved Latent Modeling for 3D MRI Reconstruction and Cross-Contrast Synthesis (2026)
  Yonghao Chen et al.
  4.39
• ProvenanceGuard: Source-Aware Factuality Verification for MCP-Based LLM Agents (2026)
  Ander Alvarez et al.
  4.39
• When LLMs Analyze Scars: From Images to Clinically-Meaningful Features (2026)
  Ruman Wang et al.
  4.39
• Agentic AI-based Framework for Mitigating Premature Diagnostic Handoff and Silent Hallucination in Healthcare Applications (2026)
  Divyansh Srivastava et al.
  4.39
• Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour (2026)
  Abeer Badawi et al.
  4.39
• WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning (2026)
  Yuwei Zhang et al.
  4.39
• Learning Cardiac Electrophysiology Digital Twins Through Agentic Discovery of Hybrid Structure (2026)
  Ziqi Zhou et al.
  4.39
• Cascade-KDE: Robust Time-Series Restoration under Out-of-Distribution Impulse Corruptions (2026)
  Yuefeng Liu et al.
  4.33
• Transfer Learning using 66 Diseases for Disease Forecasting Applications (2026)
  Lauren J Beesley et al.
  4.33
• Ultralow-dimensionality reduction for identifying critical transitions by spatial-temporal PCA (2025)
  Pei Chen et al.
  4.25
• MEET-Sepsis: Multi-Endogenous-View Enhanced Time-Series Representation Learning for Early Sepsis Prediction (2025)
  Zexi Tan and Tao Xie and Binbin Sun and Xiang Zhang and Yiqun Zhang and Yiu-Ming Cheung
  4.09
• DyWPE: Signal-Aware Dynamic Wavelet Positional Encoding for Time Series Transformers (2025)
  Habib Irani et al.
  4.03
• Towards Efficient Real-Time Video Motion Transfer via Generative Time Series Modeling (2025)
  Tasmiah Haque et al.
  3.75