| Federated Foundation Models on Heterogeneous Time Series | Dec 12, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 1 |
| LLMs for Time Series: an Application for Single Stocks and Statistical Arbitrage | Dec 12, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Quantitative Evaluation of Motif Sets in Time Series | Dec 12, 2024 | Time Series | CodeCode Available | 0 |
| Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting | Dec 12, 2024 | Computational EfficiencyTime Series | —Unverified | 0 |
| Auto-Regressive Moving Diffusion Models for Time Series Forecasting | Dec 12, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Modeling Latent Non-Linear Dynamical System over Time Series | Dec 11, 2024 | Time Series | CodeCode Available | 0 |
| Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting | Dec 11, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting | Dec 11, 2024 | Adversarial AttackTime Series | CodeCode Available | 1 |
| Spectral Differential Network Analysis for High-Dimensional Time Series | Dec 10, 2024 | Time Series | —Unverified | 0 |
| PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series | Dec 9, 2024 | Anomaly DetectionNeural Architecture Search | CodeCode Available | 0 |
| Systematic comparison of deep generative models applied to multivariate financial time series | Dec 9, 2024 | ManagementPortfolio Optimization | —Unverified | 0 |
| LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting | Dec 9, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Variable Selection for Comparing High-dimensional Time-Series Data | Dec 9, 2024 | Time SeriesVariable Selection | —Unverified | 0 |
| PowerMamba: A Deep State Space Model and Comprehensive Benchmark for Time Series Prediction in Electric Power Systems | Dec 9, 2024 | BenchmarkingPrediction | CodeCode Available | 1 |
| Spiking Neural Networks for Radio Frequency Interference Detection in Radio Astronomy | Dec 9, 2024 | AstronomyTime Series | —Unverified | 0 |
| Mining Limited Data Sufficiently: A BERT-inspired Approach for CSI Time Series Application in Wireless Communication and Sensing | Dec 9, 2024 | Action ClassificationDeep Learning | —Unverified | 0 |
| Measuring Pre-training Data Quality without Labels for Time Series Foundation Models | Dec 9, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs | Dec 9, 2024 | Activity RecognitionGesture Recognition | —Unverified | 0 |
| Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond | Dec 8, 2024 | AttributeTime Series | —Unverified | 0 |
| GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split Attention | Dec 7, 2024 | ECG ClassificationTime Series | CodeCode Available | 0 |
| STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs | Dec 7, 2024 | Decision MakingEEG | —Unverified | 0 |
| Leveraging Time-Series Foundation Model for Subsurface Well Logs Prediction and Anomaly Detection | Dec 7, 2024 | Anomaly DetectionComputational Efficiency | —Unverified | 0 |
| A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System | Dec 7, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction | Dec 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Rethinking Time Series Forecasting with LLMs via Nearest Neighbor Contrastive Learning | Dec 6, 2024 | Contrastive LearningTime Series | —Unverified | 0 |