Methods

ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting AAAI 2024 MOMENT: A Family of Open Time-series Foundation Models ICML 2024 More DWUGs: Extending and Evaluating Word Usage Graph Datasets in Multiple Languages EMNLP 2024 MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting AAAI 2024 MULTICOLLAB: A Multimodal Corpus of Dialogues for Analyzing Collaboration and Frustration in Language COLING 2024 Multi-Region Markovian Gaussian Process: An Efficient Method to Discover Directional Communications Across Multiple Brain Regions ICML 2024 Multi-Relational Structural Entropy UAI 2024 Multi-resolution Time-Series Transformer for Long-term Forecasting AISTATS 2024 Multi-Scale Dynamic Graph Learning for Time Series Anomaly Detection (Student Abstract) AAAI 2024 Multivariate Probabilistic Time Series Forecasting with Correlated Errors NeurIPS 2024 Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024 Multivariate Time-Series Imagification with Time Embedding in Constrained Environments (Student Abstract) AAAI 2024 Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace ICLR 2024 Needles in Needle Stacks: Meaningful Clinical Information Buried in Noisy Sensor Data MLHC 2024 Negative-Binomial Randomized Gamma Dynamical Systems for Heterogeneous Overdispersed Count Time Sequences IJCAI 2024 Neural McKean-Vlasov Processes: Distributional Dependence in Diffusion Processes AISTATS 2024 Neural Persistence Dynamics NeurIPS 2024 Neural Tangent Kernels Motivate Cross-Covariance Graphs in Neural Networks ICML 2024 NLP for Digital Humanities: Processing Chronological Text Corpora EMNLP 2024 Non-parametric Online Change Point Detection on Riemannian Manifolds ICML 2024 Nowcasting Temporal Trends Using Indirect Surveys AAAI 2024 On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024 On the Identifiability of Switching Dynamical Systems ICML 2024 On the Misspecification of Linear Assumptions in Synthetic Controls AISTATS 2024 Optimal Quasi-clique: Hardness, Equivalence with Densest-k-Subgraph, and Quasi-partitioned Community Mining AAAI 2024