Lea M. Trenkwalder

12 papers A* 1Journal 11

Year	Rank	Type	Title / Venue / Authors
2024	J	`jnl`	Hybrid discrete-continuous compilation of trapped-ion quantum circuits with deep reinforcement learning. Quantum Francesco Preti, Michael Schilling, Sofiène Jerbi, Lea M. Trenkwalder, Hendrik Poulsen Nautrup, Felix Motzoi, Hans J. Briegel
2023	J	`jnl`	Automated gadget discovery in the quantum domain. Mach. Learn. Sci. Technol. Lea M. Trenkwalder, Andrea López-Incera, Hendrik Poulsen Nautrup, Fulvio Flamini, Hans J. Briegel
2023	J	`jnl`	Compilation of product-formula Hamiltonian simulation via reinforcement learning. CoRR Lea M. Trenkwalder, Eleanor Scerri, Thomas E. O'Brien, Vedran Dunjko
2022	J	`jnl`	Automated Gadget Discovery in Science. CoRR Lea M. Trenkwalder, Andrea López-Incera, Hendrik Poulsen Nautrup, Fulvio Flamini, Hans J. Briegel
2022	J	`jnl`	Operationally meaningful representations of physical systems in neural networks. Mach. Learn. Sci. Technol. Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiène Jerbi, Lea M. Trenkwalder, Henrik Wilming, Hans J. Briegel, Renato Renner
2021	A*	`conf`	Reinforcement learning for optimization of variational quantum circuit architectures. NeurIPS Mateusz Ostaszewski, Lea M. Trenkwalder, Wojciech Masarczyk, Eleanor Scerri, Vedran Dunjko
2021	J	`jnl`	Reinforcement learning for optimization of variational quantum circuit architectures. CoRR Mateusz Ostaszewski, Lea M. Trenkwalder, Wojciech Masarczyk, Eleanor Scerri, Vedran Dunjko
2020	J	`jnl`	On the convergence of projective-simulation-based reinforcement learning in Markov decision processes. Quantum Mach. Intell. Walter L. Boyajian, Jens Clausen, Lea M. Trenkwalder, Vedran Dunjko, Hans J. Briegel
2020	J	`jnl`	Operationally meaningful representations of physical systems in neural networks. CoRR Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiène Jerbi, Lea M. Trenkwalder, Henrik Wilming, Hans J. Briegel, Renato Renner
2019	J	`jnl`	A framework for deep energy-based reinforcement learning with quantum speed-up. CoRR Sofiène Jerbi, Hendrik Poulsen Nautrup, Lea M. Trenkwalder, Hans J. Briegel, Vedran Dunjko
2019	J	`jnl`	On the convergence of projective-simulation-based reinforcement learning in Markov decision processes. CoRR Jens Clausen, Walter L. Boyajian, Lea M. Trenkwalder, Vedran Dunjko, Hans J. Briegel
2019	J	`jnl`	Photonic architecture for reinforcement learning. CoRR Fulvio Flamini, Arne Hamann, Sofiène Jerbi, Lea M. Trenkwalder, Hendrik Poulsen Nautrup, Hans J. Briegel