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Time Series

431 directly classified papers

Papers per year

Papers

Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting AAAI 2026
SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting AAAI 2026
Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026
Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline AAAI 2026
ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting AAAI 2026
Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting AAAI 2026
Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025
TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025
Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025
Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract) AAAI 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting AAAI 2025
ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models UAI 2025
Cross-MoE: An Efficient Temporal Prediction Framework Integrating Textual Modality EMNLP 2025
GCF: Estimating Unobserved Demand Using Graph Causal Forecasting AAAI 2025
Counterfactual Explanations of Time Varying Rankings (Student Abstract) AAAI 2025
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting AAAI 2025
HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting AAAI 2025
Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025
WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025
Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025
Mobility Data Representations for Spatiotemporal Tasks AAAI 2025
Retrieval of Temporal Event Sequences from Textual Descriptions NAACL 2025
Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series IJCNLP 2025
Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025