← Methods
Data Science & Analytics › Methods ›

Time Series

431 directly classified papers

Papers per year

Papers

HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting AAAI 2025
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models UAI 2025
Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series IJCNLP 2025
GCF: Estimating Unobserved Demand Using Graph Causal Forecasting AAAI 2025
Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025
Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025
FreqLLM: Frequency-Aware Large Language Models for Time Series Forecasting IJCAI 2025
Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025
DGraFormer: Dynamic Graph Learning Guided Multi-Scale Transformer for Multivariate Time Series Forecasting IJCAI 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting AAAI 2025
AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series Forecasting IJCAI 2025
Hierarchical Classification Auxiliary Network for Time Series Forecasting AAAI 2025
General Incomplete Time Series Analysis via Patch Dropping Without Imputation IJCAI 2025
Mobility Data Representations for Spatiotemporal Tasks AAAI 2025
A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025
ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation IJCAI 2025
Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025
Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025
Counterfactual Explanations of Time Varying Rankings (Student Abstract) AAAI 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025
WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025
Cross-MoE: An Efficient Temporal Prediction Framework Integrating Textual Modality EMNLP 2025
TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting AAAI 2025