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ORCIDMarthinus W. Theunissen
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- affiliation: North-West University, Potchefstroom, South Africa
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Journal Articles
- 2020
[j1]Marthinus Wilhelmus Theunissen
, Marelie H. Davel, Etienne Barnard:
Benign interpolation of noise in deep learning. South Afr. Comput. J. 32(2) (2020)
Conference and Workshop Papers
- 2024
- [c5]Coenraad Mouton, Marthinus Wilhelmus Theunissen, Marelie H. Davel:
Input Margins Can Predict Generalization Too. AAAI 2024: 14379-14387 - 2022
- [c4]Marthinus Wilhelmus Theunissen, Coenraad Mouton, Marelie H. Davel:
The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs. SACAIR 2022: 78-92 - 2020
- [c3]Marelie H. Davel, Marthinus W. Theunissen, Arnold M. Pretorius, Etienne Barnard:
DNNs as Layers of Cooperating Classifiers. AAAI 2020: 3725-3732 - [c2]Arthur E. W. Venter, Marthinus W. Theunissen, Marelie H. Davel:
Pre-interpolation Loss Behavior in Neural Networks. SACAIR 2020: 296-309 - 2019
- [c1]Marthinus W. Theunissen, Marelie H. Davel, Etienne Barnard:
Insights regarding overfitting on noise in deep learning. FAIR 2019: 49-63
Informal and Other Publications
- 2024
- [i5]Coenraad Mouton, Randle Rabe, Daniël G. Haasbroek, Marthinus W. Theunissen, Hermanus L. Potgieter, Marelie H. Davel:
Is network fragmentation a useful complexity measure? CoRR abs/2411.04695 (2024) - 2023
- [i4]Marthinus W. Theunissen, Coenraad Mouton, Marelie H. Davel:
The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs. CoRR abs/2302.06925 (2023) - [i3]Coenraad Mouton, Marthinus W. Theunissen, Marelie H. Davel:
Input margins can predict generalization too. CoRR abs/2308.15466 (2023) - 2021
- [i2]Arthur E. W. Venter, Marthinus W. Theunissen, Marelie H. Davel:
Pre-interpolation loss behaviour in neural networks. CoRR abs/2103.07986 (2021) - 2020
- [i1]Marelie H. Davel, Marthinus W. Theunissen, Arnold M. Pretorius, Etienne Barnard:
DNNs as Layers of Cooperating Classifiers. CoRR abs/2001.06178 (2020)
Coauthor Index
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