Domain Adaptation Contrastive learning model for Anomaly Detection in multivariate time series (DACAD), combining UDA with contrastive learning. DACAD utilizes an anomaly injection mechanism that enhances generalization across unseen anomalous classes, improving adaptability and robustness.
☆39Aug 15, 2025Updated 10 months ago
Alternatives and similar repositories for DACAD
Users that are interested in DACAD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- CARLA: A self-supervised contrastive learning model for time series anomaly detection. Enhances anomaly detection by learning robust repr…☆147Mar 18, 2025Updated last year
- Code for ICASSP 2024 paper "Unravel Anomalies: An End-to-end Seasonal-Trend Decomposition Approach for Time Series Anomaly Detection".☆16Apr 18, 2024Updated 2 years ago
- [ICLR 2025] CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching☆185Dec 30, 2025Updated 5 months ago
- Thesis project about Visual Anomaly Detection based on Self Supervised Learning. The model identifies anomalies from information acquired…☆10Apr 14, 2023Updated 3 years ago
- Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)☆20Jul 26, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [ICASSP2022] RATE CODING OR DIRECT CODING: WHICH ONE IS BETTER FOR ACCURATE, ROBUST, and ENERGY-EFFICIENT SPIKING NEURAL NETWORKS☆20Sep 26, 2023Updated 2 years ago
- Welcome to the official repository for the paper "Unraveling the 'Anomaly' in Time Series Anomaly Detection: A Self-supervised Tri-domain…☆26Apr 1, 2024Updated 2 years ago
- [EAAI 2024] A federated distillation domain generalization framework for machinery fault diagnosis with data privacy☆14Apr 3, 2024Updated 2 years ago
- [KDD 2026] Official implementation of "TimeDistill: Efficient Long-Term Time Series Forecasting with MLPs via Cross-Architecture Distilla…☆27Mar 22, 2026Updated 2 months ago
- [AAAI 2025] PyTorch Implementation of "Unlocking the Potential of Reverse Distillation for Anomaly Detection".☆36May 26, 2025Updated last year
- Artifact evaluation for "E2Usd: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series" accepted by WWW'24☆13Jul 29, 2024Updated last year
- ☆19Sep 4, 2023Updated 2 years ago
- Official implementations of "Frequency-masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning (AA…☆22Apr 10, 2026Updated 2 months ago
- Source code for the paper "Evaluating calibration of deep fault diagnostic models under distribution shift" published in Journal Computer…☆24Jul 3, 2025Updated 11 months ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Official PyTorch implementation for "Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series" (KDD…☆39Oct 13, 2023Updated 2 years ago
- ☆274Oct 9, 2023Updated 2 years ago
- Fault detection on real flight data using machine learning☆29Nov 4, 2022Updated 3 years ago
- Code for the paper "Breaking the black box barrier: predicting remaining useful life under uncertainty from raw images with interpretable…☆14Feb 26, 2025Updated last year
- The implementation of "TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning"☆101May 13, 2024Updated 2 years ago
- [PVLDB 2025] TAB: Unified Benchmarking of Time Series Anomaly Detection Methods☆133Nov 26, 2025Updated 6 months ago
- [ICLR 2025] Official Implementation of "TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting"☆26Mar 10, 2025Updated last year
- Core codes for the paper ["A General Data-driven Framework for Remaining Useful Life Estimation with Uncertainty Quantification Using Spl…☆13Jan 17, 2024Updated 2 years ago
- The code for the paper "AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models"☆24Aug 28, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- MEMTO accepted at NeurIPS 2023☆50Dec 20, 2023Updated 2 years ago
- This is an unofficial implementation of the paper "Sub-Image Anomaly Detection with Deep Pyramid Correspondences".☆23Sep 24, 2023Updated 2 years ago
- This is official implementation of Multi-scale feature reconstruction network for industrial anomaly detection☆19Jul 1, 2025Updated 11 months ago
- Proposed ATS2S model for C-MAPSS dataset.☆16Jan 13, 2022Updated 4 years ago
- Remaining Useful Life prediction with a Deep Self-Supervised Learning Approach☆24Mar 14, 2026Updated 3 months ago
- Official repository for the paper "When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection", AA…☆53May 29, 2025Updated last year
- ACAN: A Plug-and-Play Adaptive Center-Aligned Network for Unsupervised Domain Adaptation☆21Sep 12, 2024Updated last year
- Official implementation for masked contrastive learning for anomaly detection.(IJCAI-21)☆18May 26, 2021Updated 5 years ago
- Official code for TimeSeriesGym: A Scalable Benchmark for (Time Series) Machine Learning Engineering Agents☆38Nov 30, 2025Updated 6 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- An awesome list of papers on remaining useful life (RUL) prediction from arXiv☆26May 19, 2026Updated last month
- Code support as a published paper！☆76Apr 29, 2024Updated 2 years ago
- Official code for ACMMM 2022 paper: Towards Continual Adaptation in Industrial Anomaly Detection☆22Dec 4, 2023Updated 2 years ago
- ☆18Apr 6, 2021Updated 5 years ago
- The official implementation of SDGL☆40Jul 28, 2024Updated last year
- Multivariate Time-Series Anomaly Detection with GNN.☆83Nov 14, 2023Updated 2 years ago
- This code repository is the source code of the paper "Deep Long-Range Spatiotemporal Dependency Synthetic Minority Oversampling Technique…☆15Nov 21, 2025Updated 6 months ago