| Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting | Nov 24, 2024 | Few-Shot LearningSynthetic Data Generation | —Unverified | 0 |
| Quantile deep learning models for multi-step ahead time series prediction | Nov 24, 2024 | Deep LearningPrediction | CodeCode Available | 0 |
| TableTime: Reformulating Time Series Classification as Zero-Shot Table Understanding via Large Language Models | Nov 24, 2024 | Problem DecompositionTime Series | CodeCode Available | 1 |
| A Unified Energy Management Framework for Multi-Timescale Forecasting in Smart Grids | Nov 22, 2024 | energy managementLoad Forecasting | —Unverified | 0 |
| Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification | Nov 22, 2024 | ClassificationComputational Efficiency | CodeCode Available | 0 |
| Complexity synchronization analysis of neurophysiological data: Theory and methods | Nov 21, 2024 | Time Series | —Unverified | 0 |
| PATH: A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time Series | Nov 21, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| From RNNs to Foundation Models: An Empirical Study on Commercial Building Energy Consumption | Nov 21, 2024 | DiversityTime Series | —Unverified | 0 |
| Quantized symbolic time series approximation | Nov 20, 2024 | Anomaly DetectionAstronomy | CodeCode Available | 2 |
| Conformal Prediction for Hierarchical Data | Nov 20, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers | Nov 20, 2024 | Data AugmentationDecoder | —Unverified | 0 |
| Forecasting Application Counts in Talent Acquisition Platforms: Harnessing Multimodal Signals using LMs | Nov 19, 2024 | Job classificationTime Series | —Unverified | 0 |
| Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series | Nov 19, 2024 | Time SeriesTime Series Prediction | CodeCode Available | 0 |
| Contrast Similarity-Aware Dual-Pathway Mamba for Multivariate Time Series Node Classification | Nov 19, 2024 | Dynamic Time WarpingMamba | CodeCode Available | 0 |
| A data driven approach to classify descriptors based on their efficiency in translating noisy trajectories into physically-relevant information | Nov 19, 2024 | DenoisingTime Series | CodeCode Available | 0 |
| Machine Learning Approaches on Crop Pattern Recognition a Comparative Analysis | Nov 19, 2024 | ClassificationTime Series | —Unverified | 0 |
| A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data | Nov 19, 2024 | ImputationTime Series | —Unverified | 0 |
| Neural and Time-Series Approaches for Pricing Weather Derivatives: Performance and Regime Adaptation Using Satellite Data | Nov 18, 2024 | Time Series | —Unverified | 0 |
| A Hybrid Loss Framework for Decomposition-based Time Series Forecasting Methods: Balancing Global and Component Errors | Nov 18, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare Prediction | Nov 18, 2024 | Contrastive LearningPrediction | CodeCode Available | 0 |
| ST-Tree with Interpretability for Multivariate Time Series Classification | Nov 18, 2024 | ClassificationDecision Making | —Unverified | 0 |
| TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection | Nov 18, 2024 | Anomaly DetectionLarge Language Model | CodeCode Available | 1 |
| Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting | Nov 17, 2024 | Knowledge Graph EmbeddingsTime Series | —Unverified | 0 |
| FlowScope: Enhancing Decision Making by Time Series Forecasting based on Prediction Optimization using HybridFlow Forecast Framework | Nov 16, 2024 | Decision MakingState Space Models | —Unverified | 0 |
| How quantum computing can enhance biomarker discovery | Nov 15, 2024 | Time Series | —Unverified | 0 |