“…Inferring naturally occurring energy landscapes or verifying artificially created potentials demands a method free of a priori assumptions on the potential’s shape. This requirement rules out many commonly used methods devised for harmonic systems ( Neuman and Block, 2004 ; Berg-Sørensen and Flyvbjerg, 2004 ; Jones et al., 2015 ; Gieseler et al., 2021 ) or alternative, otherwise-limited, methods to deduce potentials from data ( Reif, 2009 ; Türkcan et al., 2012 ; García et al., 2018 ; Wang et al., 2019 ; Frishman and Ronceray, 2020 ; Yang et al., 2021 ; Stilgoe et al., 2021 ). For example, some methods ( Reif, 2009 ; Türkcan et al., 2012 ) necessarily rely on binned data, relating potential energies to Boltzmann weights or average apparent force, thereby limiting the frequency of data in each bin and requiring that equilibrium be reached before data acquisition.…”