| WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting | Dec 22, 2024 | Financial AnalysisLoad Forecasting | CodeCode Available | 2 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 |
| Enhanced Load Forecasting with GAT-LSTM: Leveraging Grid and Temporal Features | Feb 12, 2025 | Graph AttentionLoad Forecasting | CodeCode Available | 1 |
| Load Forecasting for Households and Energy Communities: Are Deep Learning Models Worth the Effort? | Jan 9, 2025 | Deep LearningLoad Forecasting | CodeCode Available | 1 |
| Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting | Mar 3, 2024 | energy managementLoad Forecasting | CodeCode Available | 1 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 |
| Task-Aware Machine Unlearning and Its Application in Load Forecasting | Aug 28, 2023 | Load ForecastingMachine Unlearning | CodeCode Available | 1 |
| Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution | Aug 15, 2023 | Data AblationLoad Forecasting | CodeCode Available | 1 |
| Benchmarks and Custom Package for Energy Forecasting | Jul 14, 2023 | Feature EngineeringLoad Forecasting | CodeCode Available | 1 |
| BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting | Jun 30, 2023 | DiversityLoad Forecasting | CodeCode Available | 1 |
| DiffLoad: Uncertainty Quantification in Electrical Load Forecasting with the Diffusion Model | May 31, 2023 | Decision Makingenergy management | CodeCode Available | 1 |
| Short-Term Aggregated Residential Load Forecasting using BiLSTM and CNN-BiLSTM | Feb 10, 2023 | Load Forecasting | CodeCode Available | 1 |
| ES-dRNN with Dynamic Attention for Short-Term Load Forecasting | Mar 2, 2022 | Load ForecastingTime Series | CodeCode Available | 1 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting | Dec 5, 2021 | Load ForecastingTime Series | CodeCode Available | 1 |
| Review of Low Voltage Load Forecasting: Methods, Applications, and Recommendations | May 30, 2021 | Load ForecastingManagement | CodeCode Available | 1 |
| Probabilistic Load Forecasting Based on Adaptive Online Learning | Nov 30, 2020 | energy managementLoad Forecasting | CodeCode Available | 1 |
| Short-Term Load Forecasting using Bi-directional Sequential Models and Feature Engineering for Small Datasets | Nov 28, 2020 | Feature EngineeringLoad Forecasting | CodeCode Available | 1 |
| Deep Adaptive Input Normalization for Time Series Forecasting | Feb 21, 2019 | Load ForecastingTime Series | CodeCode Available | 1 |
| MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load Forecasting | Jun 15, 2025 | Load ForecastingTime Series Forecasting | —Unverified | 0 |
| Variational Autoencoder-Based Approach to Latent Feature Analysis on Efficient Representation of Power Load Monitoring Data | Jun 10, 2025 | DecoderLoad Forecasting | —Unverified | 0 |
| Short-Term Power Demand Forecasting for Diverse Consumer Types to Enhance Grid Planning and Synchronisation | Jun 4, 2025 | Demand ForecastingEarth Observation | —Unverified | 0 |
| Large Language Model-Empowered Interactive Load Forecasting | May 22, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| IISE PG&E Energy Analytics Challenge 2025: Hourly-Binned Regression Models Beat Transformers in Load Forecasting | May 16, 2025 | Computational EfficiencyDeep Learning | —Unverified | 0 |
| Load Forecasting in the Era of Smart Grids: Opportunities and Advanced Machine Learning Models | May 14, 2025 | Load Forecasting | —Unverified | 0 |
| Diffusion-assisted Model Predictive Control Optimization for Power System Real-Time Operation | May 13, 2025 | Load ForecastingModel Predictive Control | —Unverified | 0 |
| Mixer-Informer-Based Two-Stage Transfer Learning for Long-Sequence Load Forecasting in Newly Constructed Electric Vehicle Charging Stations | May 10, 2025 | Kolmogorov-Arnold NetworksLoad Forecasting | —Unverified | 0 |
| Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting | Mar 27, 2025 | Conformal PredictionLoad Forecasting | —Unverified | 0 |
| Probabilistic Net Load Forecasting for High-Penetration RES Grids Utilizing Enhanced Conditional Diffusion Model | Mar 22, 2025 | Density EstimationImputation | —Unverified | 0 |
| Short-Term Load Forecasting for AI-Data Center | Mar 10, 2025 | GPULoad Forecasting | —Unverified | 0 |
| Diffusion Model Based Probabilistic Day-ahead Load Forecasting | Mar 9, 2025 | DenoisingDensity Estimation | —Unverified | 0 |
| An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention Networks | Feb 25, 2025 | Decision MakingDeep Attention | CodeCode Available | 0 |
| Electrical Load Forecasting over Multihop Smart Metering Networks with Federated Learning | Feb 24, 2025 | Federated LearningLoad Forecasting | —Unverified | 0 |
| Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning | Feb 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Multi-task Online Learning for Probabilistic Load Forecasting | Feb 6, 2025 | Load ForecastingManagement | —Unverified | 0 |
| Hourly Short Term Load Forecasting for Residential Buildings and Energy Communities | Jan 31, 2025 | energy managementLoad Forecasting | —Unverified | 0 |
| HOPS: High-order Polynomials with Self-supervised Dimension Reduction for Load Forecasting | Jan 18, 2025 | Computational EfficiencyDimensionality Reduction | —Unverified | 0 |
| Kolmogorov-Arnold Recurrent Network for Short Term Load Forecasting Across Diverse Consumers | Jan 12, 2025 | energy managementKolmogorov-Arnold Networks | —Unverified | 0 |
| From Dense to Sparse: Event Response for Enhanced Residential Load Forecasting | Jan 6, 2025 | Load ForecastingScheduling | CodeCode Available | 0 |
| Interpretable Load Forecasting via Representation Learning of Geo-distributed Meteorological Factors | Jan 4, 2025 | Load ForecastingRepresentation Learning | —Unverified | 0 |
| Short-Term Forecasting of Thermostatic and Residential Loads Using Long Short-Term Memory Recurrent Neural Networks | Dec 20, 2024 | energy managementLoad Forecasting | —Unverified | 0 |
| Generative Modeling and Data Augmentation for Power System Production Simulation | Dec 10, 2024 | Data AugmentationLoad Forecasting | CodeCode Available | 0 |
| Enhanced N-BEATS for Mid-Term Electricity Demand Forecasting | Dec 2, 2024 | Demand ForecastingLoad Forecasting | —Unverified | 0 |
| Comparative Analysis of Machine Learning Models for Short-Term Distribution System Load Forecasting | Nov 25, 2024 | Load Forecasting | —Unverified | 0 |
| A Unified Energy Management Framework for Multi-Timescale Forecasting in Smart Grids | Nov 22, 2024 | energy managementLoad Forecasting | —Unverified | 0 |
| Zero-Shot Load Forecasting with Large Language Models | Nov 18, 2024 | Load Forecasting | —Unverified | 0 |
| Electrical Load Forecasting in Smart Grid: A Personalized Federated Learning Approach | Nov 15, 2024 | Federated LearningLoad Forecasting | —Unverified | 0 |
| Distributed Stochastic ACOPF Based on Consensus ADMM and Scenario Reduction | Nov 4, 2024 | ClusteringLoad Forecasting | —Unverified | 0 |
| Just In Time Transformers | Oct 22, 2024 | energy managementLoad Forecasting | CodeCode Available | 0 |
| Testing the Efficacy of Hyperparameter Optimization Algorithms in Short-Term Load Forecasting | Oct 19, 2024 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |