| Sequence-to-Sequence Model with Transformer-based Attention Mechanism and Temporal Pooling for Non-Intrusive Load Monitoring | Jun 8, 2023 | Computational EfficiencyNon-Intrusive Load Monitoring | —Unverified | 0 |
| Subtask Gated Networks for Non-Intrusive Load Monitoring | Nov 16, 2018 | blind source separationGeneral Classification | —Unverified | 0 |
| Towards a Deeper Understanding of Transformer for Residential Non-intrusive Load Monitoring | Oct 2, 2024 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Towards Real-world Deployment of NILM Systems: Challenges and Practices | Sep 23, 2024 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Towards trustworthy Energy Disaggregation: A review of challenges, methods and perspectives for Non-Intrusive Load Monitoring | Jul 5, 2022 | ArticlesNon-Intrusive Load Monitoring | —Unverified | 0 |
| Energy Disaggregation & Appliance Identification in a Smart Home: Transfer Learning enables Edge Computing | Jan 8, 2023 | Edge-computingNon-Intrusive Load Monitoring | —Unverified | 0 |
| Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach | May 21, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Unsupervised algorithm for disaggregating low-sampling-rate electricity consumption of households | Aug 20, 2019 | ManagementNon-Intrusive Load Monitoring | —Unverified | 0 |
| Unsupervised Disaggregation of Water Heater Load from Smart Meter Data Processing | Apr 7, 2021 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| More Behind Your Electricity Bill: a Dual-DNN Approach to Non-Intrusive Load Monitoring | Jun 1, 2021 | blind source separationNon-Intrusive Load Monitoring | —Unverified | 0 |
| MSDC: Exploiting Multi-State Power Consumption in Non-intrusive Load Monitoring based on A Dual-CNN Model | Feb 11, 2023 | blind source separationNon-Intrusive Load Monitoring | —Unverified | 0 |
| Multi Label Restricted Boltzmann Machine for Non-Intrusive Load Monitoring | Oct 17, 2019 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | —Unverified | 0 |
| Multi-timescale Event Detection in Nonintrusive Load Monitoring based on MDL Principle | Nov 19, 2022 | Action DetectionActivity Detection | —Unverified | 0 |
| Neural Network Ensembles to Real-time Identification of Plug-level Appliance Measurements | Feb 20, 2018 | Non-Intrusive Load Monitoring | —Unverified | 0 |
| Non-Intrusive Electrical Appliances Monitoring and Classification using K-Nearest Neighbors | Nov 22, 2019 | General ClassificationNon-Intrusive Load Monitoring | —Unverified | 0 |
| Non-Intrusive Load Monitoring Based on Image Load Signatures and Continual Learning | Jun 7, 2025 | Continual LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Non-intrusive Load Monitoring based on Self-supervised Learning | Oct 9, 2022 | Non-Intrusive Load MonitoringSelf-Supervised Learning | —Unverified | 0 |
| Non-Intrusive Load Monitoring for Feeder-Level EV Charging Detection: Sliding Window-based Approaches to Offline and Online Detection | Dec 4, 2023 | ManagementNon-Intrusive Load Monitoring | —Unverified | 0 |
| Non Intrusive Load Monitoring in Chaotic Switching Networks | Jan 12, 2018 | Non-Intrusive Load Monitoringregression | —Unverified | 0 |
| Non-Intrusive Load Monitoring in Smart Grids: A Comprehensive Review | Mar 11, 2024 | ManagementNon-Intrusive Load Monitoring | —Unverified | 0 |
| Non-Intrusive Load Monitoring (NILM) using Deep Neural Networks: A Review | Jun 8, 2023 | Deep LearningManagement | —Unverified | 0 |
| Non-intrusive Load Monitoring via Multi-label Sparse Representation based Classification | Dec 11, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Non-Intrusive Load Monitoring with Fully Convolutional Networks | Dec 10, 2018 | Computational EfficiencyNon-Intrusive Load Monitoring | —Unverified | 0 |
| A PID-Controlled Non-Negative Tensor Factorization Model for Analyzing Missing Data in NILM | Mar 9, 2024 | energy managementImputation | —Unverified | 0 |
| Online Gaussian LDA for Unsupervised Pattern Mining from Utility Usage Data | Oct 25, 2019 | Electrical EngineeringNon-Intrusive Load Monitoring | —Unverified | 0 |
| On the Sensitivity of Deep Load Disaggregation to Adversarial Attacks | Jul 14, 2023 | Adversarial Attackenergy management | —Unverified | 0 |
| PowerGAN: Synthesizing Appliance Power Signatures Using Generative Adversarial Networks | Jul 20, 2020 | Generative Adversarial NetworkNon-Intrusive Load Monitoring | —Unverified | 0 |
| Preventing Non-intrusive Load Monitoring Privacy Invasion: A Precise Adversarial Attack Scheme for Networked Smart Meters | Dec 22, 2024 | Adversarial AttackNon-Intrusive Load Monitoring | —Unverified | 0 |
| Prior Flow Variational Autoencoder: A density estimation model for Non-Intrusive Load Monitoring | Nov 30, 2020 | Density EstimationNon-Intrusive Load Monitoring | —Unverified | 0 |
| A Comprehensive Review on the NILM Algorithms for Energy Disaggregation | Feb 20, 2021 | energy managementManagement | —Unverified | 0 |
| Privacy Preserving in Non-Intrusive Load Monitoring: A Differential Privacy Perspective | Nov 12, 2020 | Compressive SensingNon-Intrusive Load Monitoring | —Unverified | 0 |
| Proactive Load-Shaping Strategies with Privacy-Cost Trade-offs in Residential Households based on Deep Reinforcement Learning | May 29, 2024 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
| ProfileSR-GAN: A GAN based Super-Resolution Method for Generating High-Resolution Load Profiles | Jul 18, 2021 | Generative Adversarial NetworkNon-Intrusive Load Monitoring | —Unverified | 0 |
| Prompting Large Language Models for Training-Free Non-Intrusive Load Monitoring | May 9, 2025 | energy managementIn-Context Learning | —Unverified | 0 |
| Quantification of Disaggregation Difficulty with Respect to the Number of Meters | Jan 18, 2021 | energy managementManagement | —Unverified | 0 |
| Representation Learning for Appliance Recognition: A Comparison to Classical Machine Learning | Aug 26, 2022 | Information RetrievalNon-Intrusive Load Monitoring | —Unverified | 0 |
| Scale- and Context-Aware Convolutional Non-intrusive Load Monitoring | Nov 17, 2019 | ManagementNon-Intrusive Load Monitoring | —Unverified | 0 |
| Scaled and Inter-token Relation Enhanced Transformer for Sample-restricted Residential NILM | Oct 12, 2024 | Non-Intrusive Load MonitoringRelation | —Unverified | 0 |
| Learning Task-Aware Energy Disaggregation: a Federated Approach | Apr 14, 2022 | Federated LearningMeta-Learning | CodeCode Available | 0 |
| Towards Comparability in Non-Intrusive Load Monitoring: On Data and Performance Evaluation | Jan 20, 2020 | Non-Intrusive Load Monitoring | CodeCode Available | 0 |
| 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 |
| Transfer Learning for Non-Intrusive Load Monitoring | Feb 23, 2019 | Non-Intrusive Load MonitoringTransfer Learning | CodeCode Available | 0 |
| Challenges in Gaussian Processes for Non Intrusive Load Monitoring | Nov 18, 2022 | Gaussian ProcessesNon-Intrusive Load Monitoring | CodeCode Available | 0 |
| Energy Efficient Deep Multi-Label ON/OFF Classification of Low Frequency Metered Home Appliances | Jul 18, 2023 | energy managementManagement | CodeCode Available | 0 |
| Industrial Energy Disaggregation with Digital Twin-generated Dataset and Efficient Data Augmentation | Jun 25, 2025 | Data AugmentationNon-Intrusive Load Monitoring | CodeCode Available | 0 |
| 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 |
| Improving Non-Intrusive Load Disaggregation through an Attention-Based Deep Neural Network | Nov 15, 2019 | DecoderDenoising | CodeCode Available | 0 |
| Toward Explainable NILM: Real-Time Event-Based NILM Framework for High-Frequency Data | Jan 28, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 0 |
| Wavenilm: A causal neural network for power disaggregation from the complex power signal | Feb 23, 2019 | Non-Intrusive Load Monitoring | CodeCode Available | 0 |