Methods

Large Pre-trained time series models for cross-domain Time series analysis tasks NeurIPS 2024 Latent Diffusion Transformer for Probabilistic Time Series Forecasting AAAI 2024 Learning Cartesian Product Graphs with Laplacian Constraints AISTATS 2024 Learning Causal Relations from Subsampled Time Series with Two Time-Slices ICML 2024 Learning from Highly Sparse Spatio-temporal Data NeurIPS 2024 Learning Optimal Projection for Forecast Reconciliation of Hierarchical Time Series ICML 2024 Learning the Causal Structure of Networked Dynamical Systems under Latent Nodes and Structured Noise AAAI 2024 LeRet: Language-Empowered Retentive Network for Time Series Forecasting IJCAI 2024 LiDAR-Net: A Real-scanned 3D Point Cloud Dataset for Indoor Scenes CVPR 2024 Limits of Theory of Mind Modelling in Dialogue-Based Collaborative Plan Acquisition ACL 2024 Link Prediction for Flow-Driven Spatial Networks WACV 2024 LinkTransformer: A Unified Package for Record Linkage with Transformer Language Models ACL 2024 Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference ICML 2024 Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer ICML 2024 Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data ICLR 2024 Low-Rank Matrix Estimation in the Presence of Change-Points JMLR 2024 LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting ACL 2024 Making Parliamentary Debates More Accessible: Aligning Video Recordings with Text Proceedings in Open Parliament TV COLING 2024 Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context AAAI 2024 Membership Inference Attacks Against Time-Series Models ACML 2024 Memory-Efficient Sequential Pattern Mining with Hybrid Tries JMLR 2024 MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series ICML 2024 Mixture-of-Linear-Experts for Long-term Time Series Forecasting AISTATS 2024 Modal-adaptive Knowledge-enhanced Graph-based Financial Prediction from Monetary Policy Conference Calls with LLM COLING 2024 Model Assessment and Selection under Temporal Distribution Shift ICML 2024