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MA-VAE: Multi-Head Attention-Based Variational Autoencoder Approach for Anomaly Detection in Multivariate Time-Series Applied to Automotive Endurance Powertrain Testing2023 International Joint Conference on Computational Intelligence conference-paper Computer Science Anomaly Detection Techniques and Applications Open access
Jan-Christoph Goos, Philipp Klein, Thomas Bäck, Anna V. Kononova
9citations -
TeVAE: A Variational Autoencoder Approach for Discrete Online Anomaly Detection in Variable-State Multivariate Time-Series Data2025 Studies in computational intelligence conference-paper Computer Science Anomaly Detection Techniques and Applications Open access
Lucas Correia, Jan-Christoph Goos, Philipp Klein, Thomas Bäck, Anna V. Kononova
2citations -
Exploring Dimensionality Reduction Techniques for Efficient Surrogate-Assisted optimization2020 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access
Sibghat Ullah, Duc Anh Nguyen, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Thomas Bäck
17citations -
Expressivity of parameterized and data-driven representations in quality diversity search2021 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Evolutionary Algorithms and Applications Open access
Alexander Hagg, Sebastian Berns, Alexander Asteroth, Simon Colton, Thomas Bäck
13citations -
Reinforcement Learning Based Pushing and Grasping Objects from Ungraspable Poses2023 Proceedings - IEEE International Conference on Robotics and Automation/Proceedings conference-paper Computer Science Reinforcement Learning in Robotics
Hongzhuo Liang, Cong Lin, Jianzhi Lyu, Pingfa Feng, Jianwei Zhang
25citations -
Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms2025 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Quantum Computing Algorithms and Architecture Open access
Shuaiqun Pan, Yash J. Patel, Aneta Neumann, Frank Neumann, Thomas Bäck, Hao Wang
1citations -
PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series2025 Big Data Research article Computer Science Anomaly Detection Techniques and Applications Open access
Lucas Correia, Jan-Christoph Goos, Thomas Bäck, Anna V. Kononova
1citations