Weigand, Lukas

1. Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization
   2025/01/06 by Martin Burger, Burger, Martin, Samira Kabri +7 · 10 citations
   Computer Science · #43A35 #49Q20 #68Q32 #Analysis of PDEs (math.AP) #FOS: Mathematics #Neural Networks and Applications
2. Analysis of Primal-Dual Langevin Algorithms
   2024/05/28 by Martin Burger, Matthias J. Ehrhardt, Burger, Martin +5 · 1 citation
   Computer Science · Engineering · Physics and Astronomy · #35Q84 #47A52 #49N45 #60H10 #62F15 #65J22 #68U10 #Blind Source Separation Techniques #FOS: Mathematics #Molecular Communication and Nanonetworks #Optimization and Control (math.OC) #stochastic dynamics and bifurcation
3. 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)