DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available Diffusion-Based Forecasting for Uncertainty-Aware Model Predictive Control Mar 19, 2025 Decision Making Model Predictive Control
— Unverified HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction Mar 19, 2025 Stock Market Prediction Time Series
— Unverified Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency Mar 18, 2025 Time Series Time Series Forecasting
— Unverified Augmented Invertible Koopman Autoencoder for long-term time series forecasting Mar 17, 2025 Time Series Time Series Forecasting
Code Code Available Epidemic Forecasting with a Hybrid Deep Learning Method Using CNN-LSTM With WOA-GWO Parameter Optimization: Global COVID-19 Case Study Mar 17, 2025 Time Series Forecasting
— Unverified ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables Mar 15, 2025 Large Language Model Time Series
— Unverified Hierarchical Information-Guided Spatio-Temporal Mamba for Stock Time Series Forecasting Mar 14, 2025 Decision Making Mamba
— Unverified Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers Mar 13, 2025 Computational Efficiency Time Series
— Unverified Mamba time series forecasting with uncertainty quantification Mar 13, 2025 Mamba Probabilistic Time Series Forecasting
Code Code Available Deep Learning for Time Series Forecasting: A Survey Mar 13, 2025 Deep Learning Survey
— Unverified Minimal Time Series Transformer Mar 12, 2025 Time Series Time Series Forecasting
Code Code Available LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics Mar 12, 2025 Time Series Time Series Forecasting
— Unverified LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Mar 11, 2025 Domain Adaptation Domain Generalization
— Unverified MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Mar 11, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Data Driven Decision Making with Time Series and Spatio-temporal Data Mar 11, 2025 Decision Making Time Series
— Unverified Enhancing Time Series Forecasting via Logic-Inspired Regularization Mar 10, 2025 Time Series Time Series Forecasting
— Unverified FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models Mar 10, 2025 Time Series Time Series Forecasting
— Unverified Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature Mar 8, 2025 Probabilistic Time Series Forecasting Time Series
— Unverified A Novel Distributed PV Power Forecasting Approach Based on Time-LLM Mar 8, 2025 Large Language Model Scheduling
— Unverified TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Mar 6, 2025 Domain Adaptation Mixture-of-Experts
— Unverified TimeFound: A Foundation Model for Time Series Forecasting Mar 6, 2025 Decoder Time Series
— Unverified Hedging with Sparse Reward Reinforcement Learning Mar 6, 2025 reinforcement-learning Reinforcement Learning
— Unverified Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs Mar 5, 2025 Computational Efficiency Descriptive
Code Code Available Graph-Augmented LSTM for Forecasting Sparse Anomalies in Graph-Structured Time Series Mar 5, 2025 Time Series Time Series Forecasting
— Unverified Lightweight Channel-wise Dynamic Fusion Model: Non-stationary Time Series Forecasting via Entropy Analysis Mar 4, 2025 Time Series Time Series Forecasting
— Unverified ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish Mar 4, 2025 Activity Prediction Multivariate Time Series Forecasting
Code Code Available SeqFusion: Sequential Fusion of Pre-Trained Models for Zero-Shot Time-Series Forecasting Mar 4, 2025 Time Series Time Series Forecasting
Code Code Available Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting Mar 3, 2025 Domain Generalization Mixture-of-Experts
— Unverified Patch-wise Structural Loss for Time Series Forecasting Mar 2, 2025 Time Series Time Series Forecasting
Code Code Available Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Mar 2, 2025 Time Series Forecasting Video Prediction
Code Code Available A Compact Model for Large-Scale Time Series Forecasting Feb 28, 2025 Time Series Time Series Forecasting
— Unverified Evaluating System 1 vs. 2 Reasoning Approaches for Zero-Shot Time Series Forecasting: A Benchmark and Insights Feb 27, 2025 Time Series Time Series Forecasting
Code Code Available PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting Feb 27, 2025 Multivariate Time Series Forecasting Position
— Unverified Efficient Time Series Forecasting via Hyper-Complex Models and Frequency Aggregation Feb 27, 2025 Time Series Time Series Forecasting
— Unverified FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting Feb 26, 2025 Model Selection Time Series
Code Code Available TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting Feb 25, 2025 Kolmogorov-Arnold Networks Management
— Unverified A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction Feb 25, 2025 Multivariate Time Series Forecasting Prediction
— Unverified ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting Feb 24, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators Feb 24, 2025 Language Modeling Language Modelling
— Unverified Predicting Bad Goods Risk Scores with ARIMA Time Series: A Novel Risk Assessment Approach Feb 23, 2025 Decision Making Time Series
— Unverified TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Feb 22, 2025 Bayesian Inference Few-Shot Learning
Code Code Available Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Feb 21, 2025 Contrastive Learning Multivariate Time Series Forecasting
— Unverified Spatiotemporal Forecasting in Climate Data Using EOFs and Machine Learning Models: A Case Study in Chile Feb 21, 2025 Dynamic Time Warping Time Series
— Unverified Explaining the Success of Nearest Neighbor Methods in Prediction Feb 21, 2025 Prediction regression
— Unverified CoRe: Coherency Regularization for Hierarchical Time Series Feb 21, 2025 Missing Values Time Series
— Unverified A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting Feb 21, 2025 Dimensionality Reduction Time Series
— Unverified TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation Feb 20, 2025 Data Augmentation Knowledge Distillation
— Unverified Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting Feb 20, 2025 All Self-Supervised Learning
— Unverified Position: There are no Champions in Long-Term Time Series Forecasting Feb 19, 2025 Benchmarking Position
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