Stability selection enables robust learning of differential equations from limited noisy data. Proc. Math. Phys. Eng. Sci., (478)2262:20210916, The Royal Society, June 2022. [PUMA: PAR differential equations; learning learning; machine proteins; regression; selection; sparse stability statistical theory]