| On time series representations for multi-label NILM | May 2, 2020 | Dimensionality ReductionNon-Intrusive Load Monitoring | CodeCode Available | 1 | 5 |
| MATNilm: Multi-appliance-task Non-intrusive Load Monitoring with Limited Labeled Data | Jul 27, 2023 | energy managementNon-Intrusive Load Monitoring | CodeCode Available | 1 | 5 |
| Energy Disaggregation using Variational Autoencoders | Mar 22, 2021 | Non-Intrusive Load Monitoring | CodeCode Available | 1 | 5 |
| NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity | Jun 6, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 1 | 5 |
| COLD: Concurrent Loads Disaggregator for Non-Intrusive Load Monitoring | Jun 4, 2021 | Non-Intrusive Load Monitoring | CodeCode Available | 1 | 5 |
| ELECTRIcity: An Efficient Transformer for Non-Intrusive Load Monitoring | Apr 11, 2022 | Non-Intrusive Load MonitoringUnsupervised Pre-training | CodeCode Available | 1 | 5 |
| NILM as a regression versus classification problem: the importance of thresholding | Oct 28, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Improving Non-Intrusive Load Disaggregation through an Attention-Based Deep Neural Network | Nov 15, 2019 | DecoderDenoising | CodeCode Available | 0 | 5 |
| Toward Explainable NILM: Real-Time Event-Based NILM Framework for High-Frequency Data | Jan 28, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Wavenilm: A causal neural network for power disaggregation from the complex power signal | Feb 23, 2019 | Non-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Towards Comparability in Non-Intrusive Load Monitoring: On Data and Performance Evaluation | Jan 20, 2020 | Non-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| On Metrics to Assess the Transferability of Machine Learning Models in Non-Intrusive Load Monitoring | Dec 12, 2019 | BIG-bench Machine LearningNon-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Challenges in Gaussian Processes for Non Intrusive Load Monitoring | Nov 18, 2022 | Gaussian ProcessesNon-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Energy Efficient Deep Multi-Label ON/OFF Classification of Low Frequency Metered Home Appliances | Jul 18, 2023 | energy managementManagement | CodeCode Available | 0 | 5 |
| Industrial Energy Disaggregation with Digital Twin-generated Dataset and Efficient Data Augmentation | Jun 25, 2025 | Data AugmentationNon-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Few Labels are all you need: A Weakly Supervised Framework for Appliance Localization in Smart-Meter Series | Jun 6, 2025 | AllNon-Intrusive Load Monitoring | CodeCode Available | 0 | 5 |
| Transfer Learning for Non-Intrusive Load Monitoring | Feb 23, 2019 | Non-Intrusive Load MonitoringTransfer Learning | CodeCode Available | 0 | 5 |
| Learning Task-Aware Energy Disaggregation: a Federated Approach | Apr 14, 2022 | Federated LearningMeta-Learning | CodeCode Available | 0 | 5 |
| A Hybrid Event Detection Approach for Non-Intrusive Load Monitoring | Mar 21, 2019 | Event DetectionNon-Intrusive Load Monitoring | —Unverified | 0 | 0 |
| Benchmarking Active Learning for NILM | Nov 24, 2024 | Active LearningBenchmarking | —Unverified | 0 | 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 | 0 |
| Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring | Feb 13, 2020 | Non-Intrusive Load Monitoring | —Unverified | 0 | 0 |
| A Federated Learning Framework for Non-Intrusive Load Monitoring | Apr 4, 2021 | Federated LearningModel Selection | —Unverified | 0 | 0 |
| Efficient Localness Transformer for Smart Sensor-Based Energy Disaggregation | Mar 29, 2022 | energy managementInductive Bias | —Unverified | 0 | 0 |
| A Data-Efficient Approach to Behind-the-Meter Solar Generation Disaggregation | May 17, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 | 0 |
