| WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting | Dec 22, 2024 | Financial AnalysisLoad Forecasting | CodeCode Available | 2 | 5 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 | 5 |
| Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution | Aug 15, 2023 | Data AblationLoad Forecasting | CodeCode Available | 1 | 5 |
| DiffLoad: Uncertainty Quantification in Electrical Load Forecasting with the Diffusion Model | May 31, 2023 | Decision Makingenergy management | CodeCode Available | 1 | 5 |
| Short-Term Load Forecasting using Bi-directional Sequential Models and Feature Engineering for Small Datasets | Nov 28, 2020 | Feature EngineeringLoad Forecasting | CodeCode Available | 1 | 5 |
| Task-Aware Machine Unlearning and Its Application in Load Forecasting | Aug 28, 2023 | Load ForecastingMachine Unlearning | CodeCode Available | 1 | 5 |
| Benchmarks and Custom Package for Energy Forecasting | Jul 14, 2023 | Feature EngineeringLoad Forecasting | CodeCode Available | 1 | 5 |
| Probabilistic Load Forecasting Based on Adaptive Online Learning | Nov 30, 2020 | energy managementLoad Forecasting | CodeCode Available | 1 | 5 |
| ES-dRNN with Dynamic Attention for Short-Term Load Forecasting | Mar 2, 2022 | Load ForecastingTime Series | CodeCode Available | 1 | 5 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 | 5 |
| Review of Low Voltage Load Forecasting: Methods, Applications, and Recommendations | May 30, 2021 | Load ForecastingManagement | CodeCode Available | 1 | 5 |
| Short-Term Aggregated Residential Load Forecasting using BiLSTM and CNN-BiLSTM | Feb 10, 2023 | Load Forecasting | CodeCode Available | 1 | 5 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting | Mar 3, 2024 | energy managementLoad Forecasting | CodeCode Available | 1 | 5 |
| BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting | Jun 30, 2023 | DiversityLoad Forecasting | CodeCode Available | 1 | 5 |
| Deep Adaptive Input Normalization for Time Series Forecasting | Feb 21, 2019 | Load ForecastingTime Series | CodeCode Available | 1 | 5 |
| Load Forecasting for Households and Energy Communities: Are Deep Learning Models Worth the Effort? | Jan 9, 2025 | Deep LearningLoad Forecasting | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Enhanced Load Forecasting with GAT-LSTM: Leveraging Grid and Temporal Features | Feb 12, 2025 | Graph AttentionLoad Forecasting | CodeCode Available | 1 | 5 |
| Transfer Learning in Deep Learning Models for Building Load Forecasting: Case of Limited Data | Jan 25, 2023 | Deep LearningLoad Forecasting | CodeCode Available | 0 | 5 |
| Short-term Load Forecasting with Deep Residual Networks | May 30, 2018 | Load Forecasting | CodeCode Available | 0 | 5 |
| Transformer Training Strategies for Forecasting Multiple Load Time Series | Jun 19, 2023 | Load ForecastingTime Series | CodeCode Available | 0 | 5 |
| A Flow-Based Model for Conditional and Probabilistic Electricity Consumption Profile Generation and Prediction | May 3, 2024 | Load ForecastingProfile Generation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Optimal Adaptive Prediction Intervals for Electricity Load Forecasting in Distribution Systems via Reinforcement Learning | May 18, 2022 | Load ForecastingPrediction Intervals | CodeCode Available | 0 | 5 |
| Privacy-Preserving Distributed Learning for Residential Short-Term Load Forecasting | Feb 2, 2024 | Federated LearningLoad Forecasting | CodeCode Available | 0 | 5 |
| Short-term forecasting of Amazon rainforest fires based on ensemble decomposition model | Jul 15, 2020 | Load Forecasting | CodeCode Available | 0 | 5 |
| Residential Load Forecasting: An Online-Offline Deep Kernel Learning Method | Jul 28, 2023 | Load ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Using Mobility for Electrical Load Forecasting During the COVID-19 Pandemic | Jun 15, 2020 | Load ForecastingTransfer Learning | CodeCode Available | 0 | 5 |
| Transfer learning for day-ahead load forecasting: a case study on European national electricity demand time series | Oct 24, 2023 | ClusteringLoad Forecasting | CodeCode Available | 0 | 5 |
| An Interpretable Approach to Load Profile Forecasting in Power Grids using Galerkin-Approximated Koopman Pseudospectra | Apr 16, 2023 | Computational EfficiencyInterpretable Machine Learning | CodeCode Available | 0 | 5 |
| Hierarchical transfer learning with applications for electricity load forecasting | Nov 16, 2021 | Additive modelsLoad Forecasting | CodeCode Available | 0 | 5 |
| LFRT, A MATLAB Toolbox for Load Forecast & Assesment of Additional Capacity for an Electrical Power System | Apr 12, 2016 | Load Forecasting | CodeCode Available | 0 | 5 |
| From Dense to Sparse: Event Response for Enhanced Residential Load Forecasting | Jan 6, 2025 | Load ForecastingScheduling | CodeCode Available | 0 | 5 |
| Generative Modeling and Data Augmentation for Power System Production Simulation | Dec 10, 2024 | Data AugmentationLoad Forecasting | CodeCode Available | 0 | 5 |
| Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning | Sep 8, 2023 | BenchmarkingContinual Learning | CodeCode Available | 0 | 5 |
| Availability Adversarial Attack and Countermeasures for Deep Learning-based Load Forecasting | Jan 4, 2023 | Adversarial AttackLoad Forecasting | CodeCode Available | 0 | 5 |
| E2E-AT: A Unified Framework for Tackling Uncertainty in Task-aware End-to-end Learning | Dec 17, 2023 | Decision MakingLoad Forecasting | CodeCode Available | 0 | 5 |
| Efficient mid-term forecasting of hourly electricity load using generalized additive models | May 27, 2024 | Additive modelsenergy trading | CodeCode Available | 0 | 5 |
| A Unifying Framework of Attention-based Neural Load Forecasting | May 8, 2023 | DecoderLoad Forecasting | CodeCode Available | 0 | 5 |
| Fast and Accurate Time Series Classification with WEASEL | Jan 26, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Electrical load forecasting using hybrid of extreme gradient boosting and light gradient boosting machine | Mar 3, 2022 | Electrical EngineeringEnsemble Learning | CodeCode Available | 0 | 5 |
| Deep Learning for Time Series Forecasting: The Electric Load Case | Jul 22, 2019 | Deep Learningimage-classification | CodeCode Available | 0 | 5 |
| Just In Time Transformers | Oct 22, 2024 | energy managementLoad Forecasting | CodeCode Available | 0 | 5 |
| DeepTSF: Codeless machine learning operations for time series forecasting | Jul 28, 2023 | Load ForecastingManagement | CodeCode Available | 0 | 5 |
| Coronavirus Optimization Algorithm: A bioinspired metaheuristic based on the COVID-19 propagation model | Mar 30, 2020 | Load ForecastingTime Series | CodeCode Available | 0 | 5 |
| Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting | Dec 18, 2022 | Load ForecastingTime Series | CodeCode Available | 0 | 5 |
| Data-Driven Copy-Paste Imputation for Energy Time Series | Jan 5, 2021 | Fault DetectionImputation | CodeCode Available | 0 | 5 |
| Differential Evolution Algorithm based Hyper-Parameters Selection of Transformer Neural Network Model for Load Forecasting | Jul 28, 2023 | Load ForecastingTime Series | CodeCode Available | 0 | 5 |
| N-BEATS neural network for mid-term electricity load forecasting | Sep 24, 2020 | Decision MakingLoad Forecasting | CodeCode Available | 0 | 5 |