Time Series Analysis

Scalable Spatiotemporal Graph Neural Networks AAAI 2023 Self-Recover: Forecasting Block Maxima in Time Series from Predictors with Disparate Temporal Coverage Using Self-Supervised Learning IJCAI 2023 Sequential Monte Carlo Learning for Time Series Structure Discovery ICML 2023 Sequential Predictive Conformal Inference for Time Series ICML 2023 SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling NeurIPS 2023 SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies AAAI 2023 SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series ICML 2023 Spatio-Temporal Meta-Graph Learning for Traffic Forecasting AAAI 2023 Speech Breathing Behavior During Pauses in Children Interspeech 2023 Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere ICML 2023 Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023 SutraNets: Sub-series Autoregressive Networks for Long-Sequence, Probabilistic Forecasting NeurIPS 2023 SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification AAAI 2023 Symphony in the Latent Space: Provably Integrating High-Dimensional Techniques with Non-linear Machine Learning Models AAAI 2023 Temporal Graph Neural Networks for Irregular Data AISTATS 2023 Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting ICML 2023 Time Series Contrastive Learning with Information-Aware Augmentations AAAI 2023 Time Series Kernels based on Nonlinear Vector AutoRegressive Delay Embeddings NeurIPS 2023 Topological Hidden Markov Models JMLR 2023 T-Phenotype: Discovering Phenotypes of Predictive Temporal Patterns in Disease Progression AISTATS 2023 Transformers in Time Series: A Survey IJCAI 2023 Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction CVPR 2023 Utterance Emotion Dynamics in Children’s Poems: Emotional Changes Across Age ACL 2023 WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series AAAI 2023 Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations AISTATS 2023