473 citations · 522 across the 3 of their papers we have counts for
3 papers
Operationally meaningful representations of physical systems in neural networks
Hendrik Poulsen Nautrup, Tony Metger, Raban Iten +5
To make progress in science, we often build abstract representations of physical systems that meaningfully encode information about the systems. The representations learnt by most…
Discovering physical concepts with neural networks
Raban Iten, Tony Metger, Henrik Wilming +2
Despite the success of neural networks at solving concrete physics problems, their use as a general-purpose tool for scientific discovery is still in its infancy. Here, we approach…
Imperfect Thermalizations Allow for Optimal Thermodynamic Processes
Elisa Bäumer, Martí Perarnau-Llobet, Philipp Kammerlander +2
Optimal (reversible) processes in thermodynamics can be modelled as step-by-step processes, where the system is successively thermalized with respect to different Hamiltonians by a…