Gramlich, Dennis

1. Linear systems with neural network nonlinearities: Improved stability analysis via acausal Zames-Falb multipliers
   2021/03/31 by Pauli, Patricia, Gramlich, Dennis, Berberich, Julian +1 · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Lipschitz constant estimation for general neural network architectures using control tools
   2024/05/02 by Pauli, Patricia, Gramlich, Dennis, Allgöwer, Frank · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Neural network training under semidefinite constraints
   2022/01/03 by Pauli, Patricia, Funcke, Niklas, Gramlich, Dennis +2 · 1 citation
   #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
4. Fast identification and stabilization of unknown linear systems
   2022/08/22 by Gramlich, Dennis, Ebenbauer, Christian · 1 citation
   #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Lipschitz constant estimation for 1D convolutional neural networks
   2022/11/28 by Patricia Pauli, Pauli, Patricia, Dennis Gramlich +3 · 1 citation
   Engineering · Physics and Astronomy · Computer Science · #Advanced Memory and Neural Computing #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing
6. A structure exploiting SDP solver for robust controller synthesis
   2023/04/11 by Gramlich, Dennis, Holicki, Tobias, Scherer, Carsten W. +1 · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)
7. On moment relaxations for linear state feedback controller synthesis with non-convex quadratic costs and constraints
   2024/03/22 by Dennis Gramlich, Sheng Gao, Gramlich, Dennis +7 · 1 citation
   Engineering · #Advanced Control Systems Optimization #Control and Stability of Dynamical Systems #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Stability and Control of Uncertain Systems #Systems and Control (eess.SY) #electronic engineering #information engineering