The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting Jul 17, 2025 Decoder Time Series
Code Code Available Data Augmentation in Time Series Forecasting through Inverted Framework Jul 15, 2025 Data Augmentation Time Series
— Unverified Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching Jul 9, 2025 Time Series Time Series Forecasting
— Unverified Foundation models for time series forecasting: Application in conformal prediction Jul 9, 2025 Conformal Prediction Prediction
— Unverified MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models Jul 9, 2025 Mixture-of-Experts Time Series
Code Code Available Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and Projection Jul 8, 2025 Computational Efficiency Time Series
Code Code Available AI-Based Demand Forecasting and Load Balancing for Optimising Energy use in Healthcare Systems: A real case study Jul 8, 2025 Demand Forecasting energy management
— Unverified SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs Jun 25, 2025 Language Modeling Language Modelling
— Unverified A foundation model with multi-variate parallel attention to generate neuronal activity Jun 25, 2025 Seizure Detection Time Series
Code Code Available FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting Jun 24, 2025 Meta-Learning Time Series
— Unverified FlightKooba: A Fast Interpretable FTP Model Jun 24, 2025 Mamba model
— Unverified Scalable Machine Learning Algorithms using Path Signatures Jun 21, 2025 Computational Efficiency Gaussian Processes
— Unverified Enhancing Forecasting Accuracy in Dynamic Environments via PELT-Driven Drift Detection and Model Adaptation Jun 17, 2025 Drift Detection Feature Engineering
— Unverified Multi-Scale Finetuning for Encoder-based Time Series Foundation Models Jun 17, 2025 Time Series Time Series Forecasting
— Unverified Leveraging External Factors in Household-Level Electrical Consumption Forecasting using Hypernetworks Jun 17, 2025 energy management Time Series Forecasting
Code Code Available SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Jun 17, 2025 Time Series Time Series Forecasting
— Unverified Forecast-Then-Optimize Deep Learning Methods Jun 16, 2025 Decision Making Deep Learning
— Unverified PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning Jun 16, 2025 Deep Learning Graph structure learning
Code Code Available MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load Forecasting Jun 15, 2025 Load Forecasting Time Series Forecasting
— Unverified Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Jun 12, 2025 Philosophy Prompt Engineering
Code Code Available Enhancing Bagging Ensemble Regression with Data Integration for Time Series-Based Diabetes Prediction Jun 11, 2025 Data Integration Diabetes Prediction
— Unverified Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness Jun 10, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Diffusion-based Time Series Forecasting for Sewerage Systems Jun 10, 2025 Prediction Intervals Time Series
— Unverified Tailored Architectures for Time Series Forecasting: Evaluating Deep Learning Models on Gaussian Process-Generated Data Jun 10, 2025 Gaussian Processes Time Series
Code Code Available KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Jun 10, 2025 Computational Efficiency Mamba
Code Code Available Uncovering the Functional Roles of Nonlinearity in Memory Jun 9, 2025 speech-recognition Speech Recognition
— Unverified MIRA: Medical Time Series Foundation Model for Real-World Health Data Jun 9, 2025 Ethics Missing Values
— Unverified Benchmarking Pre-Trained Time Series Models for Electricity Price Forecasting Jun 9, 2025 Benchmarking Decision Making
— Unverified End-to-End Probabilistic Framework for Learning with Hard Constraints Jun 8, 2025 Probabilistic Time Series Forecasting scoring rule
— Unverified A Statistical Framework for Model Selection in LSTM Networks Jun 7, 2025 Model Selection Time Series Forecasting
— Unverified LETS Forecast: Learning Embedology for Time Series Forecasting Jun 6, 2025 Future prediction Time Series
Code Code Available The cost of ensembling: is it always worth combining? Jun 5, 2025 Ensemble Learning Time Series Forecasting
— Unverified Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries Jun 2, 2025 Graph Neural Network Multivariate Time Series Forecasting
— Unverified Trojan Horse Hunt in Time Series Forecasting for Space Operations Jun 2, 2025 Model Poisoning Time Series
— Unverified Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models May 31, 2025 Sensitivity Time Series
Code Code Available Binary Cumulative Encoding meets Time Series Forecasting May 30, 2025 Time Series Time Series Forecasting
— Unverified Can Slow-thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting May 30, 2025 Language Modeling Language Modelling
Code Code Available Timing is Important: Risk-aware Fund Allocation based on Time-Series Forecasting May 30, 2025 Time Series Time Series Forecasting
Code Code Available Non-collective Calibrating Strategy for Time Series Forecasting May 29, 2025 Time Series Time Series Forecasting
Code Code Available Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting May 29, 2025 Inductive Bias Time Series
— Unverified TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning May 29, 2025 In-Context Learning State Space Models
Code Code Available CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables May 29, 2025 Time Series Time Series Forecasting
Code Code Available Improving Time Series Forecasting via Instance-aware Post-hoc Revision May 29, 2025 Time Series Time Series Forecasting
— Unverified K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting May 29, 2025 Decision Making Probabilistic Time Series Forecasting
Code Code Available Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting May 28, 2025 Time Series Time Series Forecasting
— Unverified Multivariate de Bruijn Graphs: A Symbolic Graph Framework for Time Series Forecasting May 28, 2025 Time Series Time Series Forecasting
Code Code Available TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state May 27, 2025 Mamba Time Series
Code Code Available Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks May 26, 2025 Benchmarking Decision Making Under Uncertainty
Code Code Available Comparative analysis of financial data differentiation techniques using LSTM neural network May 25, 2025 Time Series Forecasting
— Unverified CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations May 25, 2025 Time Series Time Series Forecasting
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