| Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries | Nov 25, 2024 | ICU AdmissionLarge Language Model | —Unverified | 0 |
| Quantile deep learning models for multi-step ahead time series prediction | Nov 24, 2024 | Deep LearningPrediction | CodeCode Available | 0 |
| LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting | Nov 24, 2024 | Computational EfficiencyNatural Language Understanding | —Unverified | 0 |
| Tackling Data Heterogeneity in Federated Time Series Forecasting | Nov 24, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Research on Optimal Portfolio Based on Multifractal Features | Nov 24, 2024 | Time Series | —Unverified | 0 |
| Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting | Nov 24, 2024 | Few-Shot LearningSynthetic Data Generation | —Unverified | 0 |
| Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification | Nov 22, 2024 | ClassificationComputational Efficiency | CodeCode Available | 0 |
| A Unified Energy Management Framework for Multi-Timescale Forecasting in Smart Grids | Nov 22, 2024 | energy managementLoad Forecasting | —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 |
| Complexity synchronization analysis of neurophysiological data: Theory and methods | Nov 21, 2024 | Time Series | —Unverified | 0 |
| From RNNs to Foundation Models: An Empirical Study on Commercial Building Energy Consumption | Nov 21, 2024 | DiversityTime Series | —Unverified | 0 |
| 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 |
| 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 |
| A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data | Nov 19, 2024 | ImputationTime 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 |
| Machine Learning Approaches on Crop Pattern Recognition a Comparative Analysis | Nov 19, 2024 | ClassificationTime Series | —Unverified | 0 |
| Forecasting Application Counts in Talent Acquisition Platforms: Harnessing Multimodal Signals using LMs | Nov 19, 2024 | Job classificationTime Series | —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 |
| 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 |
| ST-Tree with Interpretability for Multivariate Time Series Classification | Nov 18, 2024 | ClassificationDecision Making | —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 |
| 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 |
| Semiparametric inference for impulse response functions using double/debiased machine learning | Nov 15, 2024 | Time Series | —Unverified | 0 |
| Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset | Nov 15, 2024 | Feature EngineeringImputation | —Unverified | 0 |
| Causal Time-Series Synchronization for Multi-Dimensional Forecasting | Nov 15, 2024 | Time SeriesTransfer Learning | —Unverified | 0 |
| PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse | Nov 15, 2024 | Contrastive LearningEEG | CodeCode Available | 0 |
| Multiscale Dubuc: A New Similarity Measure for Time Series | Nov 15, 2024 | Dynamic Time WarpingObject Recognition | CodeCode Available | 0 |
| How quantum computing can enhance biomarker discovery | Nov 15, 2024 | Time Series | —Unverified | 0 |
| Sparse Interval-valued Time Series Modeling with Machine Learning | Nov 14, 2024 | ManagementTime Series | —Unverified | 0 |
| Approximate Probabilistic Inference for Time-Series Data A Robust Latent Gaussian Model With Temporal Awareness | Nov 14, 2024 | Time Series | —Unverified | 0 |
| AstroM^3: A self-supervised multimodal model for astronomy | Nov 13, 2024 | Anomaly DetectionAstronomy | —Unverified | 0 |
| CLaSP: Learning Concepts for Time-Series Signals from Natural Language Supervision | Nov 13, 2024 | Common Sense ReasoningContrastive Learning | —Unverified | 0 |
| Transformer-based Time-Series Biomarker Discovery for COPD Diagnosis | Nov 13, 2024 | Time Series | —Unverified | 0 |
| Accelerating Quasi-Static Time Series Simulations with Foundation Models | Nov 13, 2024 | Time Series | —Unverified | 0 |
| How to quantify interaction strengths? A critical rethinking of the interaction Jacobian and evaluation methods for non-parametric inference in time series analysis | Nov 13, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| New approaches of the DCC-GARCH residual: Application to foreign exchange rates | Nov 12, 2024 | Time Series | —Unverified | 0 |
| Multimodal Clinical Reasoning through Knowledge-augmented Rationale Generation | Nov 12, 2024 | Time Series | —Unverified | 0 |
| ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting | Nov 11, 2024 | Continual LearningTime Series | —Unverified | 0 |
| Causal-discovery-based root-cause analysis and its application in time-series prediction error diagnosis | Nov 11, 2024 | Causal DiscoveryPrediction | CodeCode Available | 0 |
| Reconstruction of neuromorphic dynamics from a single scalar time series using variational autoencoder and neural network map | Nov 11, 2024 | Time Series | —Unverified | 0 |
| A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization | Nov 9, 2024 | In-Context LearningTime Series | —Unverified | 0 |
| BreakGPT: Leveraging Large Language Models for Predicting Asset Price Surges | Nov 9, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| When are dynamical systems learned from time series data statistically accurate? | Nov 9, 2024 | Time Series | CodeCode Available | 0 |
| Detecting Cointegrating Relations in Non-stationary Matrix-Valued Time Series | Nov 8, 2024 | Time Series | CodeCode Available | 0 |
| From CNN to CNN + RNN: Adapting Visualization Techniques for Time-Series Anomaly Detection | Nov 7, 2024 | Anomaly DetectionDecision Making | —Unverified | 0 |
| EffiCANet: Efficient Time Series Forecasting with Convolutional Attention | Nov 7, 2024 | Computational EfficiencyTime Series | —Unverified | 0 |
| Series-to-Series Diffusion Bridge Model | Nov 7, 2024 | modelTime Series | —Unverified | 0 |