Mutschler, Christopher
- A Survey on Quantum Reinforcement Learning
2022/11/07 by Nico Meyer, Christian Ufrecht, Meyer, Nico +9 · 21 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Indoor Localization with Robust Global Channel Charting: A Time-Distance-Based Approach
2022/10/07 by Maximilian Stahlke, George Yammine, Stahlke, Maximilian +7 · 5 citations
Engineering · Computer Science · #Indoor and Outdoor Localization Technologies #Speech and Audio Processing #Target Tracking and Data Fusion in Sensor Networks
- Radio Foundation Models: Pre-training Transformers for 5G-based Indoor Localization
2024/10/01 by Jonathan Ott, Jonas Pirkl, Ott, Jonathan +7 · 5 citations
Engineering · #Indoor and Outdoor Localization Technologies
- Robustness and Generalization in Quantum Reinforcement Learning via Lipschitz Regularization
2024/10/28 by Meyer, Nico, Berberich, Julian, Mutschler, Christopher +1 · 5 citations
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
- Improving Quantum and Classical Decomposition Methods for Vehicle Routing
2024/04/08 by Laura S. Herzog, Herzog, Laura S., F. Wagner +11 · 4 citations
Computer Science · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule
2024/04/24 by Maniraman Periyasamy, Axel Plinge, Periyasamy, Maniraman +7 · 5 citations
Engineering · Environmental Science · #Fault Detection and Control Systems #Soil Geostatistics and Mapping #Traffic Prediction and Management Techniques
- Benchmarking Quantum Reinforcement Learning
2025/01/27 by Nico Meyer, Christian Ufrecht, Meyer, Nico +9 · 5 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Velocity-Based Channel Charting with Spatial Distribution Map Matching
2023/11/14 by Stahlke, Maximilian, Yammine, George, Feigl, Tobias +2 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Evaluating ML Robustness in GNSS Interference Classification, Characterization & Localization
2024/09/23 by Lucas Heublein, Heublein, Lucas, Tobias Feigl +9 · 4 citations
Engineering · #82-11 #94-05 #Artificial Intelligence (cs.AI) #E.0 #FOS: Computer and information sciences #GNSS positioning and interference #I.2.0 #I.5.1 #I.5.4 #Indoor and Outdoor Localization Technologies
- An Introduction to Multi-Agent Reinforcement Learning and Review of its\n Application to Autonomous Mobility
2022/03/15 by Lukas M. Schmidt, Schmidt, Lukas M., Johanna Brosig +7 · 1 citation
Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Traffic control and management #Transportation Planning and Optimization #Transportation and Mobility Innovations
- Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series
2022/03/14 by Christoffer Loeffler, Loeffler, Christoffer, Wei-Cheng Lai +9 · 1 citation
Computer Science · #Data Visualization and Analytics #Time Series Analysis and Forecasting #Anomaly Detection Techniques and Applications
- C-MCTS: Safe Planning with Monte Carlo Tree Search
2023/05/25 by Dinesh Parthasarathy, Parthasarathy, Dinesh, Γεώργιος Κόντες +5 · 1 citation
Computer Science · #Software Reliability and Analysis Research #Adversarial Robustness in Machine Learning #AI-based Problem Solving and Planning
- How to Learn from Risk: Explicit Risk-Utility Reinforcement Learning for\n Efficient and Safe Driving Strategies
2022/03/16 by Lukas M. Schmidt, Schmidt, Lukas M., Sebastian Rietsch +7 · 1 citation
Computer Science · Engineering · Psychology · #Autonomous Vehicle Technology and Safety #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Machine Learning (cs.LG)
- Quantum Wasserstein Compilation: Unitary Compilation using the Quantum Earth Mover's Distance
2024/09/09 by Abhishek Y. Dubey, Richter, Marvin, Dubey, Abhishek Y. +8 · 1 citation
Mathematics · Physics and Astronomy · #Advanced Mathematical Theories and Applications #FOS: Physical sciences #Quantum Physics (quant-ph) #advanced mathematical theories
- Learning Encodings by Maximizing State Distinguishability: Variational Quantum Error Correction
2025/06/13 by Nico Meyer, Christopher Mutschler, Meyer, Nico +5 · 2 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Federated Learning with MMD-based Early Stopping for Adaptive GNSS Interference Classification
2024/10/21 by Gaikwad, Nishant S., Lucas Heublein, Heublein, Lucas +8 · 2 citations
Computer Science · Engineering · #62P30 #68T05 #68T30 #68T37 #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #G.3 #GNSS positioning and interference #I.2.4 #I.2.6 #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)