Philipp J. Altmann
- Challenges for Reinforcement Learning in Quantum Circuit Design
2023/12/18 by Philipp J. Altmann, Altmann, Philipp, Jonas Stein +12 · 6 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis
2024/01/13 by Michael Kölle, Kölle, Michael, Tom Schubert +9 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Quantum Advantage Actor-Critic for Reinforcement Learning
2024/01/13 by Michael Kölle, Kölle, Michael, Fabian Ritz +10 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #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)
- Exponential Quantum Speedup for Simulation-Based Optimization Applications
2023/05/15 by Jonas Stein, Stein, Jonas, Müller, Lukas +16 · 2 citations
Computer Science · Physics and Astronomy · #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum and electron transport phenomena
- A Study on Optimization Techniques for Variational Quantum Circuits in Reinforcement Learning
2024/05/20 by Michael Kölle, Kölle, Michael, Timo Witter +9 · 2 citations
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #Artificial Intelligence (cs.AI) #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)
- Optimizing Variational Quantum Circuits Using Metaheuristic Strategies in Reinforcement Learning
2024/08/02 by Michael Kölle, Daniel Seidl, Kölle, Michael +9 · 2 citations
Computer Science · Engineering · #Quantum Computing Algorithms and Architecture #Advancements in Semiconductor Devices and Circuit Design #Quantum Information and Cryptography
- Learning to Participate through Trading of Reward Shares
2023/01/18 by Michael Kölle, Tim Matheis, Kölle, Michael +5 · 1 citation
Economics, Econometrics and Finance · Social Sciences · #Artificial Intelligence (cs.AI) #Complex Systems and Time Series Analysis #Experimental Behavioral Economics Studies #FOS: Computer and information sciences #Multiagent Systems (cs.MA)
- Qandle: Accelerating State Vector Simulation Using Gate-Matrix Caching and Circuit Splitting
2024/04/14 by Gerhard Stenzel, Sebastian Zielinski, Stenzel, Gerhard +9 · 1 citation
Computer Science · #Quantum Computing Algorithms and Architecture #Neural Networks and Reservoir Computing #Parallel Computing and Optimization Techniques
- REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning
2024/04/04 by Philipp J. Altmann, Altmann, Philipp, Céline Davignon +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)