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 Frequency-Aware Attention-LSTM for PM_2.5 Time Series Forecasting Mar 31, 2025 Air Pollution Prediction Decision Making
— Unverified Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Mar 31, 2025 Anomaly Detection Multivariate Time Series Forecasting
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 ModelRadar: Aspect-based Forecast Evaluation 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 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 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 Adaptive State-Space Mamba for Real-Time Sensor Data Anomaly Detection Mar 26, 2025 Anomaly Detection Mamba
— 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 Renewable Energy Transition in South America: Predictive Analysis of Generation Capacity by 2050 Mar 22, 2025 Time Series Forecasting
— Unverified Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Mar 22, 2025 Decoder Multivariate Time Series Forecasting
— Unverified From S4 to Mamba: A Comprehensive Survey on Structured State Space Models Mar 22, 2025 Computational Efficiency Mamba
— Unverified CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series Mar 21, 2025 Anomaly Detection Benchmarking
— Unverified 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 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 Augmented Invertible Koopman Autoencoder for long-term time series forecasting Mar 17, 2025 Time Series Time Series Forecasting
Code Code Available 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 Deep Learning for Time Series Forecasting: A Survey Mar 13, 2025 Deep Learning Survey
— Unverified Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers Mar 13, 2025 Computational Efficiency Time Series
— Unverified LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics Mar 12, 2025 Time Series Time Series Forecasting
— Unverified Minimal Time Series Transformer Mar 12, 2025 Time Series Time Series Forecasting
Code Code Available Data Driven Decision Making with Time Series and Spatio-temporal Data Mar 11, 2025 Decision Making Time Series
— 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 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 A Novel Distributed PV Power Forecasting Approach Based on Time-LLM Mar 8, 2025 Large Language Model Scheduling
— Unverified Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature Mar 8, 2025 Probabilistic Time Series Forecasting Time Series
— Unverified Hedging with Sparse Reward Reinforcement Learning Mar 6, 2025 reinforcement-learning Reinforcement Learning
— 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 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 Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting Mar 3, 2025 Domain Generalization Mixture-of-Experts
— Unverified A Compact Model for Large-Scale Time Series Forecasting Feb 28, 2025 Time Series Time Series Forecasting
— Unverified Efficient Time Series Forecasting via Hyper-Complex Models and Frequency Aggregation Feb 27, 2025 Time Series Time Series Forecasting
— Unverified PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting Feb 27, 2025 Multivariate Time Series Forecasting Position
— 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 