conftrace_

irregular time series

21 papers

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Also known as

IRTS

Co-occurring keywords

neural differential equation (36) time series (435) time series classification (97) continuous-time model (20) neural ordinary differential equation (139) multivariate time series (139) attention mechanism (4001) irregular sampling (20) missing datum (111) mortality prediction (23)

Papers

Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline AAAI 2026
FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification AAAI 2026
Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification AAAI 2026
DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning AAAI 2025
Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025
IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers AAAI 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series NIPS 2024
Automatic Integration for Fast and Interpretable Neural Point Processes L4DC 2023
Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling ICML 2023
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders AAAI 2023
PrimeNet: Pre-training for Irregular Multivariate Time Series AAAI 2023
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling NIPS 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series NIPS 2023
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NIPS 2022
Modeling Irregular Time Series with Continuous Recurrent Units ICML 2022
Continuous-Time Attention for Sequential Learning AAAI 2021
Cooperative Joint Attentive Network for Patient Outcome Prediction on Irregular Multi-Rate Multivariate Health Data IJCAI 2021
Neural Controlled Differential Equations for Irregular Time Series NIPS 2020
Using Clinical Notes with Time Series Data for ICU Management IJCNLP 2019
Latent Ordinary Differential Equations for Irregularly-Sampled Time Series NIPS 2019