Roith, Tim
- Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization
2025/01/06 by Martin Burger, Samira Kabri, Burger, Martin +7 · 10 citations
Computer Science · #43A35 #49Q20 #68Q32 #Analysis of PDEs (math.AP) #FOS: Mathematics #Neural Networks and Applications
- Polarized consensus-based dynamics for optimization and sampling
2022/11/09 by Bungert, Leon, Roith, Tim, Wacker, Philipp · 4 citations
#35B40 #35Q93 #65N21 #90C26 #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Neural Architecture Search via Bregman Iterations
2021/06/04 by Leon Bungert, Tim Roith, Bungert, Leon +5 · 1 citation
Computer Science · Physics and Astronomy · #65K10 #68T05 #90C26 #F.2.1 #FOS: Computer and information sciences #FOS: Mathematics #G.1.6 #Gaussian Processes and Bayesian Inference #I.2.6 #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
- Resolution-Invariant Image Classification based on Fourier Neural Operators
2023/04/02 by Kabri, Samira, Roith, Tim, Tenbrinck, Daniel +1 · 1 citation
#65T40 #68T45 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
- Adversarial flows: A gradient flow characterization of adversarial attacks
2024/06/08 by Weigand, Lukas, Roith, Tim, Burger, Martin · 2 citations
#34A60 #49Q20 #65K15 #68Q32 #Analysis of PDEs (math.AP) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)