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Code Code Available CATS: Clustering-Aggregated and Time Series for Business Customer Purchase Intention Prediction May 19, 2025 Time Series Time Series Forecasting
— Unverified Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment May 19, 2025 cross-modal alignment Time Series
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— Unverified Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting May 16, 2025 Time Series Time Series Forecasting
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— Unverified Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion May 16, 2025 Computational Efficiency Denoising
— Unverified Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline May 16, 2025 Astronomy Irregular Time Series
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— Unverified ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data May 15, 2025 Language Modeling Language Modelling
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— Unverified Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model May 13, 2025 Conformal Prediction Prediction
Code Code Available A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting May 13, 2025 Representation Learning Time Series
— Unverified SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models May 13, 2025 Mamba Multivariate Time Series Forecasting
— Unverified Enhancing Time Series Forecasting via a Parallel Hybridization of ARIMA and Polynomial Classifiers May 11, 2025 Time Series Time Series Forecasting
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— Unverified Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering May 9, 2025 Clustering Multivariate Time Series Forecasting
— Unverified STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting May 7, 2025 Multivariate Time Series Forecasting Time Series
— Unverified SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting May 5, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Less is More: Efficient Weight Farcasting with 1-Layer Neural Network May 5, 2025 Computational Efficiency Large Language Model
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— Unverified Enhanced Prediction Model for Time Series Characterized by GARCH via Interval Type-2 Fuzzy Inference System May 3, 2025 Time Series Time Series Forecasting
— Unverified Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts May 2, 2025 Descriptive Time Series
— Unverified Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing May 2, 2025 GPU Multivariate Time Series Forecasting
— Unverified Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting May 1, 2025 Multivariate Time Series Forecasting Prediction
— Unverified Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting May 1, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach Apr 30, 2025 Density Estimation Probabilistic Time Series Forecasting
— Unverified Multimodal Conditioned Diffusive Time Series Forecasting Apr 28, 2025 Time Series Time Series Forecasting
— Unverified Bridging Short- and Long-Term Dependencies: A CNN-Transformer Hybrid for Financial Time Series Forecasting Apr 27, 2025 Decision Making Time Series
— Unverified Goal-Oriented Time-Series Forecasting: Foundation Framework Design Apr 24, 2025 Decision Making Prediction
— Unverified A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Apr 23, 2025 Time Series Forecasting
— Unverified iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Apr 23, 2025 Time Series Time Series Forecasting
— Unverified Online model learning with data-assimilated reservoir computers Apr 23, 2025 Dimensionality Reduction State Estimation
— Unverified Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Apr 20, 2025 Continual Learning Incremental Learning
— Unverified Can Local Representation Alignment RNNs Solve Temporal Tasks? Apr 18, 2025 Anomaly Detection Time Series Forecasting
— Unverified MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications Apr 18, 2025 Meta-Learning Multivariate Time Series Forecasting
— Unverified Can Competition Enhance the Proficiency of Agents Powered by Large Language Models in the Realm of News-driven Time Series Forecasting? Apr 14, 2025 Time Series Time Series Forecasting
— Unverified Adapting to the Unknown: Robust Meta-Learning for Zero-Shot Financial Time Series Forecasting Apr 13, 2025 Meta-Learning Time Series
— Unverified ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Apr 10, 2025 Mamba Time Series
— Unverified Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics Apr 9, 2025 Multivariate Time Series Forecasting Probabilistic Time Series Forecasting
— Unverified 