| Causal Structure Recovery of Linear Dynamical Systems: An FFT based Approach | Sep 5, 2023 | Causal InferenceGraph Reconstruction | —Unverified | 0 |
| Nonlinear Evolution via Spatially-Dependent Linear Dynamics for Electrophysiology and Calcium Data | Nov 6, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Graph Signal Processing Approach For Real-Time Traffic Prediction In Transportation Networks | Nov 19, 2017 | ClusteringManagement | —Unverified | 0 |
| Causal Structural Learning from Time Series: A Convex Optimization Approach | Jan 26, 2023 | scientific discoveryTime Series | —Unverified | 0 |
| CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series | Mar 21, 2025 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| A Novel Trend Symbolic Aggregate Approximation for Time Series | May 1, 2019 | General ClassificationTime Series | —Unverified | 0 |
| A Novel Time Series-to-Image Encoding Approach for Weather Phenomena Classification | Jun 7, 2024 | Data Augmentationimage-classification | —Unverified | 0 |
| A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case | Nov 10, 2022 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Adapting Large Language Models for Time Series Modeling via a Novel Parameter-efficient Adaptation Method | Feb 19, 2025 | Time Series | —Unverified | 0 |
| Denoising diffusion probabilistic models for probabilistic energy forecasting | Dec 6, 2022 | Deep LearningDenoising | —Unverified | 0 |
| Causal Modeling of fMRI Time-series for Interpretable Autism Spectrum Disorder Classification | Feb 21, 2025 | Time Series | —Unverified | 0 |
| A Novel Theoretical Framework for Exponential Smoothing | Mar 7, 2024 | Time Series | —Unverified | 0 |
| Causal Mechanism Transfer Network for Time Series Domain Adaptation in Mechanical Systems | Oct 13, 2019 | Domain AdaptationFault Detection | —Unverified | 0 |
| Causally Linking Health Application Data and Personal Information Management Tools | Aug 11, 2023 | ManagementTime Series | —Unverified | 0 |
| A novel stochastic model based on echo state networks for hydrological time series forecasting | Oct 16, 2021 | ManagementNetwork Embedding | —Unverified | 0 |
| A Graph-constrained Changepoint Detection Approach for ECG Segmentation | Apr 24, 2020 | QRS Complex DetectionTime Series | —Unverified | 0 |
| A novel spectral method for inferring general diploid selection from time series genetic data | Jan 26, 2015 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Causality-Inspired Models for Financial Time Series Forecasting | Aug 19, 2024 | Causal Discoveryfeature selection | —Unverified | 0 |
| Adapting ELM to Time Series Classification: A Novel Diversified Top-k Shapelets Extraction Method | Jun 20, 2016 | DiversityGeneral Classification | —Unverified | 0 |
| Causality for Earth Science -- A Review on Time-series and Spatiotemporal Causality Methods | Apr 3, 2024 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| A Goal-Based Movement Model for Continuous Multi-Agent Tasks | Feb 23, 2017 | Reinforcement LearningTime Series | —Unverified | 0 |
| Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes | Dec 1, 2008 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Denoising Gravitational Waves with Enhanced Deep Recurrent Denoising Auto-Encoders | Mar 6, 2019 | DenoisingTime Series | —Unverified | 0 |
| A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes | Jun 30, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |