Ensemble neuroevolution based approach for multivariate time series anomaly detection K Faber, D Żurek, M Pietroń, K Piętak Entropy, 2021, 2021 | 22 | 2021 |
WATCH: Wasserstein Change Point Detection for High-Dimensional Time Series Data K Faber, R Corizzo, B Sniezynski, M Baron, N Japkowicz 2021 IEEE International Conference on Big Data (Big Data), 4450-4459, 2021 | 15 | 2021 |
Autoencoder-based IDS for cloud and mobile devices K Faber, L Faber, B Sniezynski 2021 IEEE/ACM 21st International Symposium on Cluster, Cloud and Internet …, 2021 | 12 | 2021 |
VLAD: Task-agnostic VAE-based lifelong anomaly detection K Faber, R Corizzo, B Sniezynski, N Japkowicz Neural Networks 165 (1), 2023 | 11 | 2023 |
LIFEWATCH: Lifelong Wasserstein Change Point Detection K Faber, R Corizzo, B Sniezynski, M Baron, N Japkowicz 2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022 | 10 | 2022 |
Active Lifelong Anomaly Detection with Experience Replay K Faber, R Corizzo, B Sniezynski, N Japkowicz 2022 IEEE 9th International Conference on Data Science and Advanced …, 2022 | 9 | 2022 |
Lifelong Continual Learning for Anomaly Detection: New Challenges, Perspectives, and Insights K Faber, R Corizzo, B Sniezynski, N Japkowicz IEEE Access 12, 41364-41380, 2024 | 2* | 2024 |
Distributed Continual Intrusion Detection: A Collaborative Replay Framework K Faber, B Sniezynski, R Corizzo 2023 IEEE International Conference on Big Data (BigData), 3255-3263, 2023 | 2 | 2023 |
System design for an integrated lifelong reinforcement learning agent for real-time strategy games I Sur, Z Daniels, A Rahman, K Faber, G Gallardo, T Hayes, C Taylor, ... Proceedings of the Second International Conference on AI-ML Systems, 1-9, 2022 | 2 | 2022 |
From MNIST to ImageNet and Back: Benchmarking Continual Curriculum Learning K Faber, D Zurek, M Pietron, N Japkowicz, A Vergari, R Corizzo arXiv preprint arXiv:2303.11076, 2023 | 1 | 2023 |
Transformed-*: A domain-incremental lifelong learning scenario generation framework D Zurek, R Corizzo, M Karwatowski, M Pietron, K Faber 2023 International Joint Conference on Neural Networks (IJCNN), 1-10, 2023 | | 2023 |
Ada-QPacknet – Multi-Task Forget-Free Continual Learning with Quantization Driven Adaptive Pruning M Pietron, D Zurek, K Faber, R Corizzo 26th European Conference on Artificial Intelligence, ECAI 2023, 1882-1889, 2023 | | 2023 |