A comprehensive, application-oriented study of catastrophic forgetting in DNNs B Pfülb, A Gepperth International Conference on Learning Representations (ICLR), 2019, 14, 2019 | 92 | 2019 |
Predicting Network Flow Characteristics using Deep Learning and Real-World Network Traffic C Hardegen, B Pfülb, S Rieger, A Gepperth Transaction on Network and Service Management (TNSM), 14, 2020 | 43 | 2020 |
Catastrophic forgetting: still a problem for DNNs B Pfülb, A Gepperth, S Abdullah, A Kilian Artificial Neural Networks and Machine Learning–ICANN 2018: 27th …, 2018 | 24 | 2018 |
Flow-based throughput prediction using deep learning and real-world network traffic C Hardegen, B Pfülb, S Rieger, A Gepperth, S Reißmann 2019 15th International Conference on Network and Service Management (CNSM), 1-9, 2019 | 23 | 2019 |
Gradient-based training of Gaussian Mixture Models for High-Dimensional Streaming Data A Gepperth, B Pfülb Neural Processing Letters, 18, 2021 | 22* | 2021 |
A study of deep learning for network traffic data forecasting B Pfülb, C Hardegen, A Gepperth, S Rieger Artificial Neural Networks and Machine Learning–ICANN 2019: Text and Time …, 2019 | 19 | 2019 |
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay B Pfülb, A Gepperth IJCNN, 9, 2021 | 12 | 2021 |
Higher education programming competencies: a novel dataset N Kiesler, B Pfülb International Conference on Artificial Neural Networks, 319-330, 2023 | 9 | 2023 |
A Rigorous Link Between Self-Organizing Maps and Gaussian Mixture Models A Gepperth, B Pfülb International Conference on Artificial Neural Networks (ICANN), 10, 2020 | 7 | 2020 |
Image Modeling with Deep Convolutional Gaussian Mixture Models A Gepperth, B Pfülb IJCNN, 9, 2021 | 5 | 2021 |
Continual Learning with Deep Learning Methods in an Application-Oriented Context B Pfülb arXiv preprint arXiv:2207.06233, 2022 | 4 | 2022 |
Continual learning with fully probabilistic models B Pfülb, A Gepperth, B Bagus arXiv preprint arXiv:2104.09240, 2021 | 4 | 2021 |
The Boolean Dilemma: Representing Gender as Data Type N Kiesler, B Pfülb Proceedings of the 21st Koli Calling International Conference on Computing …, 2021 | 2 | 2021 |
The Application of Collaborative Development Environments in Programming Education - An Experience Report B Pfülb 13th International Conference on Education and New Learning Technologies, 2021 | | 2021 |