Time Series Analysis

Toward Interpretable Time Series Modeling: A Kernel Representation Perspective IJCAI 2025 Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era IJCAI 2025 Towards the Objective Characterisation of Major Depressive Disorder Using Speech Data from a 12-week Observational Study with Daily Measurements Interspeech 2025 Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract) AAAI 2025 TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation ICML 2025 Tsururu: A Python-based Time Series Forecasting Strategies Library IJCAI 2025 TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025 UNHaP: Unmixing Noise from Hawkes Processes AISTATS 2025 UnHiPPO: Uncertainty-aware Initialization for State Space Models ICML 2025 Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery CLeaR 2025 Unlocking the Power of LSTM for Long Term Time Series Forecasting AAAI 2025 Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction IJCAI 2025 VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting AAAI 2025 VoxAging: Continuously Tracking Speaker Aging with a Large-Scale Longitudinal Dataset in English and Mandarin Interspeech 2025 WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025 WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting ICML 2025 When Will It Fail?: Anomaly to Prompt for Forecasting Future Anomalies in Time Series ICML 2025 Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities ACL 2025 WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting AAAI 2025 xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition AAAI 2025 Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification NeurIPS 2024 Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting NeurIPS 2024 Adaptive Discretization for Event PredicTion (ADEPT) AISTATS 2024 Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024 Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment NeurIPS 2024