Linnhoff-Popien, Claudia
- 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, Tom Schubert, Kölle, Michael +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)
- IF-QAOA: A Penalty-Free Approach to Accelerating Constrained Quantum Optimization
2025/04/11 by D. Bucher, Jonas Stein, Bucher, David +5 · 10 citations
Computer Science · #FOS: Physical sciences #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)
- Quantum Denoising Diffusion Models
2024/01/13 by Michael Kölle, Kölle, Michael, Gerhard Stenzel +9 · 4 citations
Computer Science · #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Generative Adversarial Networks and Image Synthesis #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
- Towards Robust Benchmarking of Quantum Optimization Algorithms
2024/05/13 by D. Bucher, Bucher, David, Nico Kraus +9 · 4 citations
Computer Science · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #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
- Permutation-invariant quantum circuits
2023/12/22 by Mansky, Maximilian Balthasar, Castillo, Santiago Londoño, Puigvert, Victor Ramos +1 · 3 citations
#FOS: Physical sciences #Quantum Physics (quant-ph)
- Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement\n Learning
2019/01/08 by Andreas Sedlmeier, Sedlmeier, Andreas, Thomas Gabor +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The Questionable Influence of Entanglement in Quantum Optimisation Algorithms
2024/07/24 by Rohe, Tobias, Schuman, Daniëlle, Nüßlein, Jonas +3 · 4 citations
#Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
- Policy Entropy for Out-of-Distribution Classification
2020/05/25 by Sedlmeier, Andreas, Müller, Robert, Illium, Steffen +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- How to Approximate any Objective Function via Quadratic Unconstrained Binary Optimization
2022/04/23 by Thomas Gabor, Gabor, Thomas, Marian Lingsch-Rosenfeld +5 · 1 citation
Computer Science · #FOS: Physical sciences #Numerical Methods and Algorithms #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Scaling of symmetry-restricted quantum circuits
2024/06/14 by Mansky, Maximilian Balthasar, Martinez, Miguel Armayor, de la Serna, Alejandro Bravo +6 · 2 citations
#FOS: Physical sciences #Quantum Physics (quant-ph)
- CUAOA: A Novel CUDA-Accelerated Simulation Framework for the QAOA
2024/07/17 by Stein, Jonas, Jonas Stein, Blenninger, Jonas +10 · 2 citations
Computer Science · #Distributed and Parallel Computing Systems #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Parallel Computing and Optimization Techniques #Quantum Physics (quant-ph) #Real-Time Systems Scheduling
- Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability
2023/01/04 by Phan, Thomy, Ritz, Fabian, Altmann, Philipp +5 · 1 citation
#FOS: Computer and information sciences #Multiagent Systems (cs.MA)
- Solving (Max) 3-SAT via Quadratic Unconstrained Binary Optimization
2023/02/07 by Nüßlein, Jonas, Zielinski, Sebastian, Gabor, Thomas +2 · 1 citation
#Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
- From Problem to Solution: A general Pipeline to Solve Optimisation Problems on Quantum Hardware
2024/06/28 by Rohe, Tobias, Grätz, Simon, Kölle, Michael +3 · 2 citations
#FOS: Physical sciences #Quantum Physics (quant-ph)
- Decomposition Algorithm of an Arbitrary Pauli Exponential through a Quantum Circuit
2023/05/08 by Maximilian Balthasar Mansky, Victor Ramos Puigvert, Mansky, Maximilian Balthasar +5 · 1 citation
Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena
- Towards Efficient Quantum Anomaly Detection: One-Class SVMs using Variable Subsampling and Randomized Measurements
2023/12/14 by Michael Kölle, Afrae Ahouzi, Kölle, Michael +9 · 1 citation
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning and ELM #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Efficient QAOA Architecture for Solving Multi-Constrained Optimization Problems
2025/06/03 by D. Bucher, Bucher, David, Daniel Porawski +11 · 2 citations
Engineering · #Advanced Control Systems Optimization #Advanced Manufacturing and Logistics Optimization #FOS: Physical sciences #Quantum Physics (quant-ph) #Scheduling and Optimization Algorithms
- ClusterComm: Discrete Communication in Decentralized MARL using Internal Representation Clustering
2024/01/07 by Robert Müller, Müller, Robert, Hasan Turalic +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Reinforcement Learning in Robotics
- 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)
- Investigating Parameter-Efficiency of Hybrid QuGANs Based on Geometric Properties of Generated Sea Route Graphs
2025/01/15 by Tobias Rohe, Florian Burger, Rohe, Tobias +9 · 2 citations
Engineering · Computer Science · #Satellite Communication Systems #Mobile Agent-Based Network Management #Underwater Vehicles and Communication Systems
- Reducing QUBO Density by Factoring Out Semi-Symmetries
2024/12/18 by Nüßlein, Jonas, Sünkel, Leo, Stein, Jonas +6 · 1 citation
#FOS: Physical sciences #Quantum Physics (quant-ph)
- Evaluating Quantum Optimization for Dynamic Self-Reliant Community Detection
2024/07/09 by Bucher, David, Porawski, Daniel, Wimmer, Benedikt +5 · 1 citation
#FOS: Physical sciences #Quantum Physics (quant-ph)