We also compared the n-alkane stability scores predicted by both the models in Fig. to test their ability to recapitulate the jump in half-life observed between n-butane and n-pentane under pyrolysis conditions. Although the absolute values of the two models cannot be compared, they both predict the stability jump between n-butane and n-pentane (Fig. ). This jump, which was unseen during training, demonstrates that the models are learning the relative stability associated with different chemical features rather than just memorizing the training data. These results lend credence to our initial assumption that given consistently generated kinetic data for the stressorspecific degradation reactions, it is possible to learn the inherent relative kinetics and opens up the avenue to apply this strategy to more complex systems.