Time Series Analysis

Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective NeurIPS 2024 Retrieval-Augmented Diffusion Models for Time Series Forecasting NeurIPS 2024 Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling ICML 2024 Root Cause Analysis in Microservice Using Neural Granger Causal Discovery AAAI 2024 RSAP-DFM: Regime-Shifting Adaptive Posterior Dynamic Factor Model for Stock Returns Prediction IJCAI 2024 SADI: Similarity-Aware Diffusion Model-Based Imputation for Incomplete Temporal EHR Data AISTATS 2024 SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention ICML 2024 SARAD: Spatial Association-Aware Anomaly Detection and Diagnosis for Multivariate Time Series NeurIPS 2024 SaSDim:Self-Adaptive Noise Scaling Diffusion Model for Spatial Time Series Imputation IJCAI 2024 Scaling Law for Time Series Forecasting NeurIPS 2024 SCAT: A Time Series Forecasting with Spectral Central Alternating Transformers IJCAI 2024 Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation IJCAI 2024 SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting IJCAI 2024 Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NeurIPS 2024 Self-adaptive Extreme Penalized Loss for Imbalanced Time Series Prediction IJCAI 2024 Sequential Modeling of Complex Marine Navigation: Case Study on a Passenger Vessel (Student Abstract) AAAI 2024 Shape analysis for time series NeurIPS 2024 SiBBlInGS: Similarity-driven Building-Block Inference using Graphs across States ICML 2024 SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation AAAI 2024 SIN: Selective and Interpretable Normalization for Long-Term Time Series Forecasting ICML 2024 Skip-Timeformer: Skip-Time Interaction Transformer for Long Sequence Time-Series Forecasting IJCAI 2024 SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion NeurIPS 2024 Sparse Graphical Linear Dynamical Systems JMLR 2024 SparseTSF: Modeling Long-term Time Series Forecasting with *1k* Parameters ICML 2024 Spatial-Temporal Augmentation for Crime Prediction (Student Abstract) AAAI 2024