conftrace_

medical time series

9 papers

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Also known as

MEDTS

Co-occurring keywords

self-supervised learning (3777) multimodal learning (4645) multi-granularity patching (1) multimodal representation (90) clinical note (94) irregular time series (21) irregular sampling (20) causal graph (140) multi-output gaussian process (11) missing data handling (6)

Papers

MedSpaformer: A Transferable Transformer with Multi-Granularity Token Sparsification for Medical Time Series Classification AAAI 2026
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning AAAI 2025
MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning IJCAI 2025
ProMedTS: A Self-Supervised, Prompt-Guided Multimodal Approach for Integrating Medical Text and Time Series ACL 2025
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification NIPS 2024
Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NIPS 2024
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series NIPS 2023
Causal Recurrent Variational Autoencoder for Medical Time Series Generation AAAI 2023
Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes AISTATS 2020