Mundt, Martin

1. Avalanche: an End-to-End Library for Continual Learning
   2021/04/01 by Lomonaco, Vincenzo, Pellegrini, Lorenzo, Cossu, Andrea +25 · 6 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Self-Expanding Neural Networks
   2023/07/10 by Rupert Mitchell, Robin Menzenbach, Mitchell, Rupert +5 · 1 voice · 1 citation
   Computer Science · #Machine Learning and Algorithms #Machine Learning and ELM #Neural Networks and Applications #cs.LG
3. A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning
   2020/09/03 by Martin Mundt, Yongwon Hong, Mundt, Martin +5 · 3 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Multimodal Machine Learning Applications
4. Adaptive Rational Activations to Boost Deep Reinforcement Learning
   2021/02/18 by Delfosse, Quentin, Schramowski, Patrick, Mundt, Martin +2 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. When Deep Classifiers Agree: Analyzing Correlations between Learning Order and Image Statistics
   2021/05/19 by Pliushch, Iuliia, Mundt, Martin, Lupp, Nicolas +1 · 2 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability
   2021/10/07 by Mundt, Martin, Lang, Steven, Delfosse, Quentin +1 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Aligning Generalisation Between Humans and Machines
   2024/11/23 by Filip Ilievski, Ilievski, Filip, Barbara Hammer +47 · 5 voices · 1 citation
   #cs.AI
8. The Cake that is Intelligence and Who Gets to Bake it: An AI Analogy and its Implications for Participation
   2025/02/05 by Martin Mundt, Mundt, Martin, Anaelia Ovalle +14 · 2 voices
   Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Online Learning and Analytics #cs.AI #cs.CY #cs.LG
9. Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation
   2023/09/18 by Jaziri, Achref, Mundt, Martin, Rodriguez, Andres Fernandez +1 · 2 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
10. Meta-learning Convolutional Neural Architectures for Multi-target Concrete Defect Classification with the COncrete DEfect BRidge IMage Dataset
    2019/04/02 by Mundt, Martin, Majumder, Sagnik, Murali, Sreenivas +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
11. Building effective deep neural network architectures one feature at a time
    2017/05/18 by Martin Mundt, Mundt, Martin, Tobias Weis +5 · 1 voice
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #cs.CV #cs.NE
12. FEATHERS: Federated Architecture and Hyperparameter Search
    2022/06/24 by Jonas Seng, Seng, Jonas, Pooja Prasad +6 · 1 citation
    Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
13. Where is the Truth? The Risk of Getting Confounded in a Continual World
    2024/02/09 by Busch, Florian Peter, Kamath, Roshni, Mitchell, Rupert +3 · 1 voice · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
14. Deep Classifier Mimicry without Data Access
    2023/06/03 by Braun, Steven, Mundt, Martin, Kersting, Kristian · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
15. Distribution-Aware Replay for Continual MRI Segmentation
    2024/07/30 by Lemke, Nick, González, Camila, Mukhopadhyay, Anirban +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
16. Continual Learning Should Move Beyond Incremental Classification
    2025/02/17 by Rupert Mitchell, Antonio Alliegro, Mitchell, Rupert +40 · 1 voice · 1 citation
    Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification