| COLD: Concurrent Loads Disaggregator for Non-Intrusive Load Monitoring | Jun 4, 2021 | Non-Intrusive Load Monitoring | CodeCode Available | 1 |
| NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity | Jun 6, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 1 |
| NILM as a regression versus classification problem: the importance of thresholding | Oct 28, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| ELECTRIcity: An Efficient Transformer for Non-Intrusive Load Monitoring | Apr 11, 2022 | Non-Intrusive Load MonitoringUnsupervised Pre-training | CodeCode Available | 1 |
| MATNilm: Multi-appliance-task Non-intrusive Load Monitoring with Limited Labeled Data | Jul 27, 2023 | energy managementNon-Intrusive Load Monitoring | CodeCode Available | 1 |
| On time series representations for multi-label NILM | May 2, 2020 | Dimensionality ReductionNon-Intrusive Load Monitoring | CodeCode Available | 1 |
| Energy Disaggregation using Variational Autoencoders | Mar 22, 2021 | Non-Intrusive Load Monitoring | CodeCode Available | 1 |
| A Multi-Head Convolutional Neural Network Based Non-Intrusive Load Monitoring Algorithm Under Dynamic Grid Voltage Conditions | May 31, 2022 | energy managementManagement | —Unverified | 0 |
| A Non-Intrusive Load Monitoring Approach for Very Short Term Power Predictions in Commercial Buildings | Jul 23, 2020 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| A Non-Invasive Load Monitoring Method for Edge Computing Based on MobileNetV3 and Dynamic Time Regulation | Apr 22, 2025 | Dynamic Time WarpingEdge-computing | —Unverified | 0 |
| A Novel Hybrid Deep Learning Approach for Non-Intrusive Load Monitoring of Residential Appliance Based on Long Short Term Memory and Convolutional Neural Networks | Apr 15, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring | Feb 13, 2020 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Benchmarking Active Learning for NILM | Nov 24, 2024 | Active LearningBenchmarking | —Unverified | 0 |
| Conv-NILM-Net, a causal and multi-appliance model for energy source separation | Aug 3, 2022 | Non-Intrusive Load MonitoringSpeech Separation | —Unverified | 0 |
| Convolutional Sequence to Sequence Non-intrusive Load Monitoring | Jun 6, 2018 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Deep Learning Based Energy Disaggregation and On/Off Detection of Household Appliances | Jul 3, 2019 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Deep Learning Innovations for Energy Efficiency: Advances in Non-Intrusive Load Monitoring and EV Charging Optimization for a Sustainable Grid | May 7, 2025 | Deep Reinforcement LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Deep Sparse Coding for Non-Intrusive Load Monitoring | Dec 11, 2019 | blind source separationDictionary Learning | —Unverified | 0 |
| Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS | Apr 6, 2022 | energy managementManagement | —Unverified | 0 |
| Divide-Conquer Transformer Learning for Predicting Electric Vehicle Charging Events Using Smart Meter Data | Mar 20, 2024 | energy managementManagement | —Unverified | 0 |
| DP^2-NILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring | Jun 30, 2022 | Federated LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Edge-Optimized Deep Learning & Pattern Recognition Techniques for Non-Intrusive Load Monitoring of Energy Time Series | May 7, 2025 | Model CompressionNon-Intrusive Load Monitoring | —Unverified | 0 |
| Efficient Localness Transformer for Smart Sensor-Based Energy Disaggregation | Mar 29, 2022 | energy managementInductive Bias | —Unverified | 0 |
| End-to-end NILM System Using High Frequency Data and Neural Networks | Apr 29, 2020 | Non-Intrusive Load MonitoringTime Series | —Unverified | 0 |
| Enhancing Non-Intrusive Load Monitoring with Features Extracted by Independent Component Analysis | Jan 28, 2025 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Event Detection for Non-intrusive Load Monitoring using Tukey s Fences | Feb 27, 2024 | Event DetectionNon-Intrusive Load Monitoring | —Unverified | 0 |
| Event-driven Two-stage Solution to Non-intrusive Load Monitoring | Jul 27, 2021 | Non-Intrusive Load MonitoringVocal Bursts Valence Prediction | —Unverified | 0 |
| Evolutionary Deep Nets for Non-Intrusive Load Monitoring | Mar 6, 2023 | Deep LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Exploring Bayesian Surprise to Prevent Overfitting and to Predict Model Performance in Non-Intrusive Load Monitoring | Sep 16, 2020 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| FederatedNILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring based on Federated Deep Learning | Aug 8, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| Federated Sequence-to-Sequence Learning for Load Disaggregation from Unbalanced Low-Resolution Smart Meter Data | Aug 15, 2024 | Federated LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Fed-NILM: A Federated Learning-based Non-Intrusive Load Monitoring Method for Privacy-Protection | May 24, 2021 | Federated LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| FedNILM: Applying Federated Learning to NILM Applications at the Edge | Jun 7, 2021 | Federated LearningModel Compression | —Unverified | 0 |
| Functional Intrusive Load Monitor (FILM): A Model-based Platform for Non-Intrusive Load Monitoring System Development | Sep 19, 2018 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| HiFAKES: High-frequency synthetic appliance signatures generator for non-intrusive load monitoring | Aug 22, 2024 | DiversityNon-Intrusive Load Monitoring | —Unverified | 0 |
| IMG-NILM: A Deep learning NILM approach using energy heatmaps | Jul 12, 2022 | Deep LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Improving Robustness of Spectrogram Classifiers with Neural Stochastic Differential Equations | Sep 3, 2024 | Anomaly DetectionNon-Intrusive Load Monitoring | —Unverified | 0 |
| Incorporating Coincidental Water Data into Non-intrusive Load Monitoring | Jan 18, 2021 | Classificationenergy management | —Unverified | 0 |
| Latent Tensor Factorization with Nonlinear PID Control for Missing Data Recovery in Non-Intrusive Load Monitoring | Apr 18, 2025 | Computational EfficiencyMissing Values | —Unverified | 0 |
| Low-Frequency Load Identification using CNN-BiLSTM Attention Mechanism | Nov 14, 2023 | Event DetectionManagement | —Unverified | 0 |
| Machine Learning Approaches for Non-Intrusive Home Absence Detection Based on Appliance Electrical Use | Mar 30, 2022 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Privacy-preserving household load forecasting based on non-intrusive load monitoring: A federated deep learning approach | Jun 30, 2022 | Deep LearningFederated Learning | —Unverified | 0 |
| Adaptive Event Detection for Representative Load Signature Extraction | Jul 23, 2021 | Event DetectionNon-Intrusive Load Monitoring | —Unverified | 0 |
| A Data-Efficient Approach to Behind-the-Meter Solar Generation Disaggregation | May 17, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| A Deep Learning Technique using Low Sampling rate for residential Non Intrusive Load Monitoring | Nov 7, 2021 | blind source separationNon-Intrusive Load Monitoring | —Unverified | 0 |
| Adversarial Energy Disaggregation for Non-intrusive Load Monitoring | Aug 2, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| A Federated Learning Framework for Non-Intrusive Load Monitoring | Apr 4, 2021 | Federated LearningModel Selection | —Unverified | 0 |
| A Hybrid Event Detection Approach for Non-Intrusive Load Monitoring | Mar 21, 2019 | Event DetectionNon-Intrusive Load Monitoring | —Unverified | 0 |
| Sequence to Point Learning Based on Bidirectional Dilated Residual Network for Non Intrusive Load Monitoring | May 30, 2020 | blind source separationNon-Intrusive Load Monitoring | —Unverified | 0 |
| Sequence-to-Sequence Load Disaggregation Using Multi-Scale Residual Neural Network | Sep 25, 2020 | Non-Intrusive Load Monitoring | —Unverified | 0 |