Methods

Root Cause Analysis of Anomalies in Multivariate Time Series through Granger Causal Discovery ICLR 2025 RTdetector: Deep Transformer Networks for Time Series Anomaly Detection Based on Reconstruction Trend IJCAI 2025 Same Company, Same Signal: The Role of Identity in Earnings Call Transcripts ACL 2025 Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025 Scalable Gaussian Processes with Latent Kronecker Structure ICML 2025 Scalable Inference for Bayesian Multinomial Logistic-Normal Dynamic Linear Models AISTATS 2025 SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations ICML 2025 Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios AAAI 2025 Sentence-level Aggregation of Lexical Metrics Correlates Stronger with Human Judgements than Corpus-level Aggregation AAAI 2025 Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences AAAI 2025 Shifting Time: Time-series Forecasting with Khatri-Rao Neural Operators ICML 2025 Sifting through the Haystack - Efficiently Finding Rare Animal Behaviors in Large-Scale Datasets WACV 2025 Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling ICML 2025 SMTPD: A New Benchmark for Temporal Prediction of Social Media Popularity CVPR 2025 Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025 Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction AAAI 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025 Spectral-Aware Reservoir Computing for Fast and Accurate Time Series Classification ICML 2025 Spectral Differential Network Analysis for High-Dimensional Time Series AISTATS 2025 SpinSVAR: Estimating Structural Vector Autoregression Assuming Sparse Input UAI 2025 STAMImputer: Spatio-Temporal Attention MoE for Traffic Data Imputation IJCAI 2025 STARQA: A Question Answering Dataset for Complex Analytical Reasoning over Structured Databases EMNLP 2025 State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025 Statistical and Neural Methods for Hawaiian Orthography Modernization EMNLP 2025 STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 2025