Methods

Dimension Reduction with Locally Adjusted Graphs AAAI 2025 Discovering Latent Causal Graphs from Spatiotemporal Data ICML 2025 Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting AAAI 2025 Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data IJCAI 2025 DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025 DyCAST: Learning Dynamic Causal Structure from Time Series ICLR 2025 Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models ICLR 2025 Early Concept Drift Detection via Prediction Uncertainty AAAI 2025 Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System IJCAI 2025 Effective and Efficient Representation Learning for Flight Trajectories AAAI 2025 Efficient Anomaly Detection of Irregular Sequences in Ct-Echo Model Space AAAI 2025 Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025 Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows AAAI 2025 Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling JMLR 2025 Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition JMLR 2025 Efficient Time Series Processing for Transformers and State-Space Models through Token Merging ICML 2025 Event2Tracking: Reconstructing Multi-Agent Soccer Trajectories Using Long-Term Multimodal Context AAAI 2025 Experimentation under Treatment Dependent Network Interference UAI 2025 Explainable Dynamic Graph Neural Networks for Predictive Maintenance in Vehicle Chassis Systems ACML 2025 Exploring Representations and Interventions in Time Series Foundation Models ICML 2025 Factor Augmented Tensor-on-Tensor Neural Networks AAAI 2025 FactorGCL: A Hypergraph-Based Factor Model with Temporal Residual Contrastive Learning for Stock Returns Prediction AAAI 2025 FairDen: Fair Density-Based Clustering ICLR 2025 Fast and Synchronous Crash Consistency with Metadata Write-Once File System OSDI 2025 Federated Foundation Models on Heterogeneous Time Series AAAI 2025