Time Series Analysis

PyTorch-Lifestream: Learning Embeddings on Discrete Event Sequences IJCAI 2025 Quantile Additive Trend Filtering AISTATS 2025 RDPI: A Refine Diffusion Probability Generation Method for Spatiotemporal Data Imputation AAAI 2025 Real-Time Calibration Model for Low-Cost Sensor in Fine-Grained Time Series AAAI 2025 Relational Conformal Prediction for Correlated Time Series ICML 2025 Residual TPP: A Unified Lightweight Approach for Event Stream Data Analysis ICML 2025 Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression Under Indirect Supervision IJCAI 2025 Rethinking Time Encoding via Learnable Transformation Functions ICML 2025 Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025 Retrieval Augmented Time Series Forecasting ICML 2025 Revisiting Attention for Multivariate Time Series Forecasting AAAI 2025 Risk and cross validation in ridge regression with correlated samples ICML 2025 Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025 Robust and Conjugate Spatio-Temporal Gaussian Processes ICML 2025 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 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 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 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 Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction AAAI 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025