Albin Soutif–Cormerais, Marc Masana, Joost Van de Weijer, Bartłomiej Twardowski “On the importance of cross-task features for class-incremental learning”
International Conference on Machine Learning Workshop (ICML-W), 2021
Thomas Pinetz, Erich Kobler, Christian Doberstein, Benjamin Berkels, Alexander Effland “Total Deep Variation for Noisy Exit Wave Reconstruction in Transmission Electron Microscopy”
Ozan Özdenizci and Deniz Erdoğmuş “Stochastic mutual information gradient estimation for dimensionality reduction networks.” Information Sciences, vol 570, pages 298-305, 2021.
Anubhab Baksi, Jakub Breier, Yi Chen and Xiaoyang Dong “Machine Learning Assisted Differential Distinguishers For Lightweight Ciphers.” In Design, Automation and Test in Europe (DATE). IEEE, February 2021.
Alexander Effland, Behrend Heeren, Martin Rumpf, Benedikt Wirth “Consistent curvature approximation on Riemannian shape spaces” IMA Journal of Numerical Analysis, draa092, https://doi.org/10.1093/imanum/draa092 04 January 2021
Publications 2020
Bettina Könighofer, Julian Rudolf, Alexander Palmisano, Martin Tappler, Roderick Bloem “Online Shielding for Stochastic Systems.” CoRR, vol. abs/2012.09539, 2020. [Online]. Available: https://arxiv.org/abs/2012.09539 17 December 2020
Jakub Breier, Adrian Baldwin, Helen Balinsky, Yang Liu „Risk Management Framework for Machine Learning Security“ CoRR, vol. abs/2012.04884, 2020. [Online]. Available: https://arxiv.org/abs/2012.04884 9 Dec 2020
Thomas Pinetz and Erich Kobler and Thomas Pock and Alexander Effland “Shared prior learning of energy-based models for image reconstruction,” CoRR, vol. abs/2011.06539, 2020. [Online]. Available: https://arxiv.org/abs/2011.06539
B. Könighofer, F. Lorber, N. Jansen, and R. Bloem “Shield synthesis for reinforcement learning,” Leveraging Applications of Formal Methods, Verification and Validation: Verification Principles – 9th International Symposium on Leveraging Applications of Formal Methods ISoLA 2020, Rhodes, Greece, October, 2020, Proceedings, Part {I} [Online]. Available: https://doi.org/10.1007/978-3-030-61362-4 16
B. Aichernig, E. Muskardin, and A. Pferscher ”Learning-based fuzzing of iot message brokers.” In print
R. Bloem, P. G. Jensen, B. Könighofer, K. G. Larsen, F. Lorber, and A. Palmisano “It’s time to play safe: Shield synthesis for timed systems” CoRR, vol. abs/2006.16688, 2020. [Online]. Available: https://arxiv.org/abs/2006.1668
S. Pranger, B. Könighofer, M. Tappler, M. Deixelberger, N. Jansen, and R. Bloem ”Adaptive shielding under uncertainty” CoRR, vol. abs/2010.03842, 2020. [Online]. Available: https://arxiv.org/abs/2010.03842