| Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market data | Sep 28, 2024 | PredictionTime Series | CodeCode Available | 0 |
| Volatility Forecasting in Global Financial Markets Using TimeMixer | Sep 27, 2024 | ManagementTime Series | —Unverified | 0 |
| HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting | Sep 27, 2024 | energy managementFederated Learning | —Unverified | 0 |
| On the Power of Decision Trees in Auto-Regressive Language Modeling | Sep 27, 2024 | Computational EfficiencyDiversity | —Unverified | 0 |
| Tail Risk Analysis for Financial Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model | Sep 27, 2024 | Bayesian InferenceTime Series | —Unverified | 0 |
| Using dynamic loss weighting to boost improvements in forecast stability | Sep 26, 2024 | Time Series | CodeCode Available | 0 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network | Sep 26, 2024 | ClassificationSuperpixels | —Unverified | 0 |
| Machine Learning-based vs Deep Learning-based Anomaly Detection in Multivariate Time Series for Spacecraft Attitude Sensors | Sep 26, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Method for Evaluating the Number of Signal Sources and Application to Non-invasive Brain-computer Interface | Sep 26, 2024 | Brain Computer InterfaceTime Series | —Unverified | 0 |
| Pre-Finetuning with Impact Duration Awareness for Stock Movement Prediction | Sep 25, 2024 | Sentiment AnalysisTime Series | —Unverified | 0 |
| Optimal starting point for time series forecasting | Sep 25, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| The Credibility Transformer | Sep 25, 2024 | Time Series | —Unverified | 0 |
| Domain-Independent Automatic Generation of Descriptive Texts for Time-Series Data | Sep 25, 2024 | Contrastive LearningDescriptive | —Unverified | 0 |
| Sparsity, Regularization and Causality in Agricultural Yield: The Case of Paddy Rice in Peru | Sep 25, 2024 | ManagementTime Series | —Unverified | 0 |
| EMIT- Event-Based Masked Auto Encoding for Irregular Time Series | Sep 25, 2024 | Decision MakingIrregular Time Series | CodeCode Available | 0 |
| Transfer learning for financial data predictions: a systematic review | Sep 24, 2024 | PredictionStock Price Prediction | —Unverified | 0 |
| Quantifying wave propagation in a chain of FitzHugh-Nagumo neurons | Sep 24, 2024 | Time Series | —Unverified | 0 |
| Generative AI-driven forecasting of oil production | Sep 24, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Transformer based time series prediction of the maximum power point for solar photovoltaic cells | Sep 24, 2024 | Point TrackingTime Series | —Unverified | 0 |
| TSFeatLIME: An Online User Study in Enhancing Explainability in Univariate Time Series Forecasting | Sep 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Double-Path Adaptive-correlation Spatial-Temporal Inverted Transformer for Stock Time Series Forecasting | Sep 24, 2024 | Stock PredictionTime Series | —Unverified | 0 |
| TFT-multi: simultaneous forecasting of vital sign trajectories in the ICU | Sep 23, 2024 | Time SeriesTime Series Prediction | CodeCode Available | 0 |
| TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models | Sep 23, 2024 | Contrastive Learningcross-modal alignment | —Unverified | 0 |
| Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online | Sep 23, 2024 | PredictionTime Series | —Unverified | 0 |
| Identifying Elasticities in Autocorrelated Time Series Using Causal Graphs | Sep 23, 2024 | Time Seriesvalid | CodeCode Available | 0 |
| MotifDisco: Motif Causal Discovery For Time Series Motifs | Sep 23, 2024 | Anomaly DetectionCausal Discovery | —Unverified | 0 |
| Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast | Sep 23, 2024 | Data AugmentationImputation | —Unverified | 0 |
| Implicit Dynamical Flow Fusion (IDFF) for Generative Modeling | Sep 22, 2024 | Image GenerationTime Series | CodeCode Available | 0 |
| Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining | Sep 22, 2024 | Medical DiagnosisTime Series | —Unverified | 0 |
| Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive Learning | Sep 21, 2024 | Contrastive Learningfeature selection | CodeCode Available | 0 |
| Test Time Learning for Time Series Forecasting | Sep 21, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| ReFine: Boosting Time Series Prediction of Extreme Events by Reweighting and Fine-tuning | Sep 21, 2024 | Meta-LearningTime Series | CodeCode Available | 0 |
| The FIX Benchmark: Extracting Features Interpretable to eXperts | Sep 20, 2024 | Time Series | CodeCode Available | 0 |
| Tackling fluffy clouds: field boundaries detection using time series of S2 and/or S1 imagery | Sep 20, 2024 | Field Boundary DelineationTime Series | CodeCode Available | 0 |
| Exploring Representations and Interventions in Time Series Foundation Models | Sep 19, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Towards Unbiased Evaluation of Time-series Anomaly Detector | Sep 19, 2024 | Anomaly DetectionFairness | CodeCode Available | 0 |
| METDrive: Multi-modal End-to-end Autonomous Driving with Temporal Guidance | Sep 19, 2024 | Autonomous DrivingTime Series | —Unverified | 0 |
| Recurrent Interpolants for Probabilistic Time Series Prediction | Sep 18, 2024 | Computational EfficiencyImputation | —Unverified | 0 |
| Self-Supervised Pre-training Tasks for an fMRI Time-series Transformer in Autism Detection | Sep 18, 2024 | Autism detectionFunctional Connectivity | CodeCode Available | 0 |
| Fine-Tuning a Time Series Foundation Model with Wasserstein Loss | Sep 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| User-friendly Foundation Model Adapters for Multivariate Time Series Classification | Sep 18, 2024 | Dimensionality ReductionGPU | —Unverified | 0 |
| Implicit Reasoning in Deep Time Series Forecasting | Sep 17, 2024 | MemorizationTime Series | —Unverified | 0 |
| Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers | Sep 17, 2024 | Privacy PreservingTime Series | —Unverified | 0 |
| Latent mixed-effect models for high-dimensional longitudinal data | Sep 17, 2024 | Time SeriesVariational Inference | —Unverified | 0 |
| Towards Time Series Reasoning with LLMs | Sep 17, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models | Sep 17, 2024 | Domain Adaptationparameter-efficient fine-tuning | —Unverified | 0 |
| Time-Series Forecasting, Knowledge Distillation, and Refinement within a Multimodal PDE Foundation Model | Sep 17, 2024 | Knowledge DistillationOperator learning | CodeCode Available | 0 |