Learning the Simplest Neural ODE May 4, 2025 Time Series Time Series Forecasting
— Unverified Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation May 4, 2025 Knowledge Distillation Multivariate Time Series Forecasting
Code Code Available CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting May 4, 2025 Time Series Time Series Forecasting
Code Code Available 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 Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting May 1, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations May 1, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting May 1, 2025 Multivariate Time Series Forecasting Prediction
— 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 TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Apr 26, 2025 Imputation Multivariate Time Series Forecasting
Code Code Available Goal-Oriented Time-Series Forecasting: Foundation Framework Design Apr 24, 2025 Decision Making Prediction
— Unverified iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Apr 23, 2025 Time Series Time Series Forecasting
— Unverified A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Apr 23, 2025 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 MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications Apr 18, 2025 Meta-Learning Multivariate Time Series Forecasting
— Unverified Can Local Representation Alignment RNNs Solve Temporal Tasks? Apr 18, 2025 Anomaly Detection Time Series Forecasting
— Unverified TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Apr 17, 2025 Time Series Time Series Forecasting
Code Code Available 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 Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Apr 10, 2025 Multimodal Large Language Model Time Series
Code Code Available 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 Loss Functions in Deep Learning: A Comprehensive Review Apr 5, 2025 Computational Efficiency Deep Learning
— Unverified Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting Apr 4, 2025 Clustering Time Series
— Unverified Efficient Model Selection for Time Series Forecasting via LLMs Apr 2, 2025 Meta-Learning Model Selection
— Unverified Enhancing Time Series Forecasting with Fuzzy Attention-Integrated Transformers Mar 31, 2025 Anomaly Detection Decision Making
Code Code Available Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Mar 31, 2025 Anomaly Detection Multivariate Time Series Forecasting
Code Code Available ModelRadar: Aspect-based Forecast Evaluation Mar 31, 2025 Time Series Time Series Forecasting
— Unverified Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting Mar 31, 2025 energy management Time Series
Code Code Available Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning Mar 31, 2025 Time Series Time Series Forecasting
— Unverified CITRAS: Covariate-Informed Transformer for Time Series Forecasting Mar 31, 2025 Time Series Time Series Forecasting
— Unverified Frequency-Aware Attention-LSTM for PM_2.5 Time Series Forecasting Mar 31, 2025 Air Pollution Prediction Decision Making
— Unverified Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Mar 30, 2025 All Benchmarking
— Unverified Long-Term Electricity Demand Prediction Using Non-negative Tensor Factorization and Genetic Algorithm-Driven Temporal Modeling Mar 28, 2025 Tensor Decomposition Time Series
— Unverified LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence Mar 27, 2025 Demand Forecasting Time Series
— Unverified Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting Mar 27, 2025 Conformal Prediction Load Forecasting
— Unverified Adaptive State-Space Mamba for Real-Time Sensor Data Anomaly Detection Mar 26, 2025 Anomaly Detection Mamba
— Unverified TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models Mar 26, 2025 Federated Learning image-classification
Code Code Available Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques Mar 26, 2025 Management Missing Values
— Unverified Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms Mar 25, 2025 Time Series Time Series Forecasting
— Unverified Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems Mar 24, 2025 Computational Efficiency Gaussian Processes
— Unverified From S4 to Mamba: A Comprehensive Survey on Structured State Space Models Mar 22, 2025 Computational Efficiency Mamba
— Unverified Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Mar 22, 2025 Decoder Multivariate Time Series Forecasting
— Unverified Renewable Energy Transition in South America: Predictive Analysis of Generation Capacity by 2050 Mar 22, 2025 Time Series Forecasting
— Unverified DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series Mar 21, 2025 Anomaly Detection Benchmarking
— Unverified 