| Industrial Energy Disaggregation with Digital Twin-generated Dataset and Efficient Data Augmentation | Jun 25, 2025 | Data AugmentationNon-Intrusive Load Monitoring | CodeCode Available | 0 |
| Non-Intrusive Load Monitoring Based on Image Load Signatures and Continual Learning | Jun 7, 2025 | Continual LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity | Jun 6, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 1 |
| 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 |
| Prompting Large Language Models for Training-Free Non-Intrusive Load Monitoring | May 9, 2025 | energy managementIn-Context Learning | —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 |
| 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 |
| 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 |
| Latent Tensor Factorization with Nonlinear PID Control for Missing Data Recovery in Non-Intrusive Load Monitoring | Apr 18, 2025 | Computational EfficiencyMissing Values | —Unverified | 0 |
| Toward Explainable NILM: Real-Time Event-Based NILM Framework for High-Frequency Data | Jan 28, 2025 | Non-Intrusive Load Monitoring | CodeCode Available | 0 |
| Enhancing Non-Intrusive Load Monitoring with Features Extracted by Independent Component Analysis | Jan 28, 2025 | Non-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 |
| Benchmarking Active Learning for NILM | Nov 24, 2024 | Active LearningBenchmarking | —Unverified | 0 |
| Scaled and Inter-token Relation Enhanced Transformer for Sample-restricted Residential NILM | Oct 12, 2024 | Non-Intrusive Load MonitoringRelation | —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 |
| Improving Robustness of Spectrogram Classifiers with Neural Stochastic Differential Equations | Sep 3, 2024 | Anomaly DetectionNon-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 |
| 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 |
| 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 |
| Divide-Conquer Transformer Learning for Predicting Electric Vehicle Charging Events Using Smart Meter Data | Mar 20, 2024 | energy managementManagement | —Unverified | 0 |
| Non-Intrusive Load Monitoring in Smart Grids: A Comprehensive Review | Mar 11, 2024 | ManagementNon-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 |
| Event Detection for Non-intrusive Load Monitoring using Tukey s Fences | Feb 27, 2024 | Event DetectionNon-Intrusive Load Monitoring | —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 |