| PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse | Nov 15, 2024 | Contrastive LearningEEG | CodeCode Available | 0 |
| Causal Time-Series Synchronization for Multi-Dimensional Forecasting | Nov 15, 2024 | Time SeriesTransfer Learning | —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 |
| Multiscale Dubuc: A New Similarity Measure for Time Series | Nov 15, 2024 | Dynamic Time WarpingObject Recognition | CodeCode Available | 0 |
| Semiparametric inference for impulse response functions using double/debiased machine learning | 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 |
| Transformer-based Time-Series Biomarker Discovery for COPD Diagnosis | 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 |
| Accelerating Quasi-Static Time Series Simulations with Foundation Models | Nov 13, 2024 | Time Series | —Unverified | 0 |
| CLaSP: Learning Concepts for Time-Series Signals from Natural Language Supervision | Nov 13, 2024 | Common Sense ReasoningContrastive Learning | —Unverified | 0 |
| AstroM^3: A self-supervised multimodal model for astronomy | Nov 13, 2024 | Anomaly DetectionAstronomy | —Unverified | 0 |
| New approaches of the DCC-GARCH residual: Application to foreign exchange rates | Nov 12, 2024 | Time Series | —Unverified | 0 |
| Retrieval Augmented Time Series Forecasting | Nov 12, 2024 | RAGRetrieval | CodeCode Available | 2 |
| FM-TS: Flow Matching for Time Series Generation | Nov 12, 2024 | BenchmarkingImputation | CodeCode Available | 1 |
| 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 |
| Multi-Modal Forecaster: Jointly Predicting Time Series and Textual Data | Nov 11, 2024 | Time Series | CodeCode Available | 1 |
| 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 |
| 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 |
| A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization | Nov 9, 2024 | In-Context LearningTime Series | —Unverified | 0 |
| Detecting Cointegrating Relations in Non-stationary Matrix-Valued Time Series | Nov 8, 2024 | Time Series | CodeCode Available | 0 |
| EffiCANet: Efficient Time Series Forecasting with Convolutional Attention | Nov 7, 2024 | Computational EfficiencyTime Series | —Unverified | 0 |