Time Series Analysis

Conditional Diffusion Model with Nonlinear Data Transformation for Time Series Forecasting ICML 2025 Conditional Information Bottleneck-Based Multivariate Time Series Forecasting IJCAI 2025 Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification AAAI 2025 CrisisTS: Coupling Social Media Textual Data and Meteorological Time Series for Urgency Classification ACL 2025 CrowdMAC: Masked Crowd Density Completion for Robust Crowd Density Forecasting WACV 2025 Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025 DeepFeatIoT: Unifying Deep Learned, Randomized, and LLM Features for Enhanced IoT Time Series Sensor Data Classification in Smart Industries IJCAI 2025 Deep Learning for Multivariate Time Series Imputation: A Survey IJCAI 2025 DGraFormer: Dynamic Graph Learning Guided Multi-Scale Transformer for Multivariate Time Series Forecasting IJCAI 2025 Diffusion Guided Propagation Augmentation for Popularity Prediction IJCAI 2025 Discovering Latent Causal Graphs from Spatiotemporal Data ICML 2025 Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting AAAI 2025 Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data IJCAI 2025 DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025 DyCAST: Learning Dynamic Causal Structure from Time Series ICLR 2025 Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models ICLR 2025 Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System IJCAI 2025 Efficient Anomaly Detection of Irregular Sequences in Ct-Echo Model Space AAAI 2025 Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition JMLR 2025 Event2Tracking: Reconstructing Multi-Agent Soccer Trajectories Using Long-Term Multimodal Context AAAI 2025 Experimentation under Treatment Dependent Network Interference UAI 2025 Factor Augmented Tensor-on-Tensor Neural Networks AAAI 2025 Federated Foundation Models on Heterogeneous Time Series AAAI 2025 FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025 FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting IJCAI 2025