Lea M. Trenkwalder

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 11

Top Topics

Markov Decision Process

Reinforcement Learning

Top Venues

Mach. Learn. Sci. Technol.

Quantum Mach. Intell.

Publications

Lea M. Trenkwalder, Eleanor Scerri, Thomas E. O'Brien, Vedran Dunjko
Compilation of product-formula Hamiltonian simulation via reinforcement learning. CoRR (2023)
Lea M. Trenkwalder, Andrea López-Incera, Hendrik Poulsen Nautrup, Fulvio Flamini, Hans J. Briegel
Automated gadget discovery in the quantum domain. Mach. Learn. Sci. Technol. 4 (3) (2023)
Lea M. Trenkwalder, Andrea López-Incera, Hendrik Poulsen Nautrup, Fulvio Flamini, Hans J. Briegel
Automated Gadget Discovery in Science. CoRR (2022)
Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiène Jerbi, Lea M. Trenkwalder, Henrik Wilming, Hans J. Briegel, Renato Renner
Operationally meaningful representations of physical systems in neural networks. Mach. Learn. Sci. Technol. 3 (4) (2022)
Mateusz Ostaszewski, Lea M. Trenkwalder, Wojciech Masarczyk, Eleanor Scerri, Vedran Dunjko
Reinforcement learning for optimization of variational quantum circuit architectures. NeurIPS (2021)
Mateusz Ostaszewski, Lea M. Trenkwalder, Wojciech Masarczyk, Eleanor Scerri, Vedran Dunjko
Reinforcement learning for optimization of variational quantum circuit architectures. CoRR (2021)
Walter L. Boyajian, Jens Clausen, Lea M. Trenkwalder, Vedran Dunjko, Hans J. Briegel
On the convergence of projective-simulation-based reinforcement learning in Markov decision processes. Quantum Mach. Intell. 2 (2) (2020)
Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiène Jerbi, Lea M. Trenkwalder, Henrik Wilming, Hans J. Briegel, Renato Renner
Operationally meaningful representations of physical systems in neural networks. CoRR (2020)
Jens Clausen, Walter L. Boyajian, Lea M. Trenkwalder, Vedran Dunjko, Hans J. Briegel
On the convergence of projective-simulation-based reinforcement learning in Markov decision processes. CoRR (2019)
Sofiène Jerbi, Hendrik Poulsen Nautrup, Lea M. Trenkwalder, Hans J. Briegel, Vedran Dunjko
A framework for deep energy-based reinforcement learning with quantum speed-up. CoRR (2019)
Fulvio Flamini, Arne Hamann, Sofiène Jerbi, Lea M. Trenkwalder, Hendrik Poulsen Nautrup, Hans J. Briegel
Photonic architecture for reinforcement learning. CoRR (2019)