Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting May 24, 2025 Time Series Time Series Forecasting
Code Code Available HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting May 23, 2025 Multivariate Time Series Forecasting Time Series
— Unverified BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models May 23, 2025 Diversity Time Series
Code Code Available TransDF: Time-Series Forecasting Needs Transformed Label Alignment May 23, 2025 Time Series Time Series Forecasting
— Unverified CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting May 22, 2025 All Multivariate Time Series Forecasting
— Unverified MoTime: A Dataset Suite for Multimodal Time Series Forecasting May 21, 2025 Time Series Time Series Forecasting
— Unverified Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines May 21, 2025 Graph Learning Mixture-of-Experts
— Unverified Robust Multi-Modal Forecasting: Integrating Static and Dynamic Features May 21, 2025 Time Series Time Series Forecasting
Code Code Available Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting May 21, 2025 Time Series Time Series Forecasting
Code Code Available Human in the Loop Adaptive Optimization for Improved Time Series Forecasting May 21, 2025 Language Modeling Language Modelling
Code Code Available Leveraging Multivariate Long-Term History Representation for Time Series Forecasting May 20, 2025 Graph Neural Network Time Series
— Unverified This Time is Different: An Observability Perspective on Time Series Foundation Models May 20, 2025 Decoder Multivariate Time Series Forecasting
Code Code Available Byte Pair Encoding for Efficient Time Series Forecasting May 20, 2025 Time Series Time Series Analysis
— Unverified CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness May 20, 2025 Time Series Time Series Forecasting
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 Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding May 19, 2025 Time Series Time Series Forecasting
— Unverified RIFLES: Resource-effIcient Federated LEarning via Scheduling May 19, 2025 Federated Learning Privacy Preserving
— Unverified Temporal Query Network for Efficient Multivariate Time Series Forecasting May 19, 2025 Correlated Time Series Forecasting Multivariate Time Series Forecasting
Code Code Available Time series saliency maps: explaining models across multiple domains May 19, 2025 Explainable Artificial Intelligence (XAI) Interpretability Techniques for Deep Learning
Code Code Available Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment May 19, 2025 cross-modal alignment Time Series
— Unverified Stochastic Processes with Modified Lognormal Distribution Featuring Flexible Upper Tail May 17, 2025 Spatial Interpolation Time Series Forecasting
— Unverified Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting May 17, 2025 Computational Efficiency Representation Learning
— Unverified Zero-Shot Forecasting Mortality Rates: A Global Study May 17, 2025 Model Selection Time Series Forecasting
— Unverified Beyond Time: Cross-Dimensional Frequency Supervision for Time Series Forecasting May 16, 2025 Time Series Time Series Forecasting
— Unverified Nearest Neighbor Multivariate Time Series Forecasting May 16, 2025 Multivariate Time Series Forecasting Time Series
— Unverified Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting May 16, 2025 Time Series Time Series Forecasting
Code Code Available Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting May 16, 2025 Time Series Time Series Forecasting
— Unverified IISE PG&E Energy Analytics Challenge 2025: Hourly-Binned Regression Models Beat Transformers in Load Forecasting May 16, 2025 Computational Efficiency Deep Learning
— Unverified Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning May 16, 2025 In-Context Learning Time Series
— 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
— Unverified Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting May 15, 2025 Time Series Time Series Forecasting
— Unverified Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture May 15, 2025 Imputation Time Series Forecasting
— Unverified ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data May 15, 2025 Language Modeling Language Modelling
— Unverified Does Scaling Law Apply in Time Series Forecasting? May 15, 2025 Time Series Time Series Forecasting
— Unverified FAS-LLM: Large Language Model-Based Channel Prediction for OTFS-Enabled Satellite-FAS Links May 14, 2025 Language Modeling Language Modelling
— Unverified Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model May 13, 2025 Conformal Prediction Prediction
Code Code Available SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models May 13, 2025 Mamba Multivariate Time Series Forecasting
— Unverified A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting May 13, 2025 Representation Learning Time Series
— Unverified OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain May 12, 2025 Multivariate Time Series Forecasting Representation Learning
Code Code Available Matrix Is All You Need May 11, 2025 All GPU
— Unverified Enhancing Time Series Forecasting via a Parallel Hybridization of ARIMA and Polynomial Classifiers May 11, 2025 Time Series Time Series Forecasting
— Unverified Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism May 11, 2025 Financial Analysis Time Series
Code Code Available Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering May 9, 2025 Clustering Multivariate Time Series Forecasting
— Unverified Retrieval Augmented Time Series Forecasting May 7, 2025 Retrieval Time Series
Code Code Available Non-stationary Diffusion For Probabilistic Time Series Forecasting May 7, 2025 Denoising Probabilistic Time Series Forecasting
Code Code Available STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting May 7, 2025 Multivariate Time Series Forecasting Time Series
— Unverified FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting May 7, 2025 Computational Efficiency Multivariate Time Series Forecasting
Code Code Available Less is More: Efficient Weight Farcasting with 1-Layer Neural Network May 5, 2025 Computational Efficiency Large Language Model
— 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 