Freymuth, Niklas
- Swarm Reinforcement Learning For Adaptive Mesh Refinement
2023/04/03 by Niklas Freymuth, Freymuth, Niklas, Philipp Dahlinger +8 · 3 citations
Computer Science · Decision Sciences · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Manufacturing Process and Optimization #Model-Driven Software Engineering Techniques #Multiagent Systems (cs.MA) #Numerical Analysis (math.NA) #Simulation Techniques and Applications
- Grounding Graph Network Simulators using Physical Sensor Observations
2023/02/23 by Jonas Linkerhägner, Linkerhägner, Jonas, Niklas Freymuth +7 · 3 citations
Computer Science · #Data Visualization and Analytics #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Robotics (cs.RO)
- Adaptive Swarm Mesh Refinement using Deep Reinforcement Learning with Local Rewards
2024/06/12 by Freymuth, Niklas, Dahlinger, Philipp, Würth, Tobias +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics
2025/06/06 by Tobias Würth, Würth, Tobias, Niklas Freymuth +5 · 3 citations
Physics and Astronomy · Materials Science · Engineering · #Model Reduction and Neural Networks #Machine Learning in Materials Science #Lattice Boltzmann Simulation Studies
- KalMamba: Towards Efficient Probabilistic State Space Models for RL under Uncertainty
2024/06/21 by Philipp Becker, Becker, Philipp, Niklas Freymuth +3 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Security and Resilience #Software Reliability and Analysis Research