A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction Feb 25, 2025 Multivariate Time Series Forecasting Prediction
— Unverified TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting Feb 25, 2025 Kolmogorov-Arnold Networks Management
— Unverified 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 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 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 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 Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting Feb 20, 2025 All Self-Supervised Learning
— Unverified TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation Feb 20, 2025 Data Augmentation Knowledge Distillation
— Unverified Learning Novel Transformer Architecture for Time-series Forecasting Feb 19, 2025 Neural Architecture Search Time Series
— Unverified Position: There are no Champions in Long-Term Time Series Forecasting Feb 19, 2025 Benchmarking Position
— Unverified Lightweight Online Adaption for Time Series Foundation Model Forecasts Feb 18, 2025 Time Series Time Series Forecasting
— Unverified IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting Feb 17, 2025 Computational Efficiency Missing Values
— Unverified On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series Feb 17, 2025 Model Selection Stock Price Prediction
— Unverified S2TX: Cross-Attention Multi-Scale State-Space Transformer for Time Series Forecasting Feb 17, 2025 Mamba Time Series
— Unverified Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Feb 16, 2025 Image Reconstruction Time Series
— Unverified Forecasting time series with constraints Feb 14, 2025 Additive models Benchmarking
Code Code Available HADL Framework for Noise Resilient Long-Term Time Series Forecasting Feb 14, 2025 Computational Efficiency Decision Making
Code Code Available Relational Conformal Prediction for Correlated Time Series Feb 13, 2025 Conformal Prediction Prediction
— Unverified Quantifying Cryptocurrency Unpredictability: A Comprehensive Study of Complexity and Forecasting Feb 13, 2025 Time Series Time Series Forecasting
— Unverified Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting Feb 13, 2025 Federated Learning Privacy Preserving
— Unverified Channel Dependence, Limited Lookback Windows, and the Simplicity of Datasets: How Biased is Time Series Forecasting? Feb 13, 2025 Time Series Time Series Forecasting
— Unverified Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series Feb 12, 2025 Time Series Time Series Forecasting
— Unverified A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting Feb 12, 2025 Event Detection Time Series
— Unverified Wisdom of the Crowds in Forecasting: Forecast Summarization for Supporting Future Event Prediction Feb 12, 2025 Time Series Forecasting
— Unverified Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs Feb 11, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Exploring Patterns Behind Sports Feb 11, 2025 Computational Efficiency Feature Engineering
— Unverified Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting Feb 11, 2025 Computational Efficiency Time Series Forecasting
Code Code Available Powerformer: A Transformer with Weighted Causal Attention for Time-series Forecasting Feb 10, 2025 Inductive Bias Time Series
Code Code Available Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models Feb 9, 2025 Large Language Model RAG
— Unverified The α-Alternator: Dynamic Adaptation To Varying Noise Levels In Sequences Using The Vendi Score For Improved Robustness and Performance Feb 7, 2025 Imputation Mamba
Code Code Available Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting Feb 6, 2025 Time Series Time Series Forecasting
— Unverified CAPE: Covariate-Adjusted Pre-Training for Epidemic Time Series Forecasting Feb 5, 2025 Decision Making Time Series
— Unverified Benchmarking Time Series Forecasting Models: From Statistical Techniques to Foundation Models in Real-World Applications Feb 5, 2025 Benchmarking Feature Engineering
— Unverified Rule-based Evolving Fuzzy System for Time Series Forecasting: New Perspectives Based on Type-2 Fuzzy Sets Measures Approach Feb 5, 2025 Time Series Time Series Forecasting
Code Code Available Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Feb 4, 2025 Data Augmentation Time Series
— Unverified Forecasting VIX using interpretable Kolmogorov-Arnold networks Feb 3, 2025 Kolmogorov-Arnold Networks Time Series
— Unverified Binned Spectral Power Loss for Improved Prediction of Chaotic Systems Feb 1, 2025 Deep Learning Time Series Forecasting
— Unverified BEAT: Balanced Frequency Adaptive Tuning for Long-Term Time-Series Forecasting Jan 31, 2025 Time Series Time Series Forecasting
— Unverified Examining the Impact of Income Inequality and Gender on School Completion in Malaysia: A Machine Learning Approach Utilizing Malaysia's Public Sector Open Data Jan 31, 2025 Time Series Time Series Forecasting
— Unverified Transformer Based Time-Series Forecasting for Stock Jan 29, 2025 Time Series Time Series Forecasting
— Unverified Long-term prediction of El Niño-Southern Oscillation using reservoir computing with data-driven realtime filter Jan 29, 2025 Time Series Time Series Forecasting
— Unverified Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation Jan 28, 2025 Prediction Intervals quantile regression
— Unverified Toward Relative Positional Encoding in Spiking Transformers Jan 28, 2025 image-classification Image Classification
— Unverified Deterministic Reservoir Computing for Chaotic Time Series Prediction Jan 26, 2025 Prediction Time Series
— Unverified Multimodal Stock Price Prediction Jan 23, 2025 Articles Prediction
— Unverified Budget-constrained Collaborative Renewable Energy Forecasting Market Jan 21, 2025 Time Series Forecasting
Code Code Available Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions Jan 21, 2025 State Space Models Structural Health Monitoring
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