Time Series Analysis

Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting ICML 2025 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025 LSCD: Lomb–Scargle Conditioned Diffusion for Time series Imputation ICML 2025 M$^2$AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding AISTATS 2025 MCloudNet: An Ultra-Short-Term Photovoltaic Power Forecasting Framework With Multi-Layer Cloud Coverage IJCAI 2025 Met2Net: A Decoupled Two-Stage Spatio-Temporal Forecasting Model for Complex Meteorological Systems ICCV 2025 MMNet: Missing-Aware and Memory-Enhanced Network for Multivariate Time Series Imputation IJCAI 2025 Model-free Change-Point Detection Using AUC of a Classifier JMLR 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 2025 MSCGrapher: Learning Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting UAI 2025 Multi-layer Stack Ensembles for Time Series Forecasting AutoML 2025 Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series IJCNLP 2025 Multimodal Transformers for Clinical Time Series Forecasting and Early Sepsis Prediction NAACL 2025 Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs AAAI 2025 Nonparametric Bayesian Multi-Facet Clustering for Longitudinal Data UAI 2025 Non-stationary Diffusion For Probabilistic Time Series Forecasting ICML 2025 Offline Changepoint Detection With Gaussian Processes UAI 2025 Optimal Transport for Time Series Imputation ICLR 2025 PairScale: Analyzing Attitude Change with Pairwise Comparisons NAACL 2025 PCAN: A Pandemic-Compatible Attentive Neural Network for Retail Sales Forecasting IJCAI 2025 Perceptually Constrained Precipitation Nowcasting Model ICML 2025 Personalized Convolutional Dictionary Learning of Physiological Time Series AISTATS 2025 PredTrAD – Prediction-based Transformer for Anomaly Detection in Multivariate Time Series Data Interspeech 2025 Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting ICML 2025 Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025