As discussed above, the presence of surface intermediates is known to have an influence on sorption reactions. In the following it is briefly demonstrated that coverage dependency can be depicted with the proposed network architecture, yet detailed analysis is omitted for brevity since superimposing effects of stoichiometry, reversibility and temperature hinder the intuitive explanation of surface coverage dependency. Moving on, the parameter ε + A ,R2 (change in activation energy of reaction R2 with increasing coverage of A ) is varied. The generated mechanism is investigated with a hCRNN containing no coverage dependency layer (w/o cov. dep.) and one that does contain the coverage dependency layer (w cov. dep.). As can be seen from fig. , integer loss I is nearly identical and small for both models and thus promises stoichiometric discovery for low values of ε + A ,R2 regardless of coverage dependency. However, overall loss in fig. is significantly lower for the coverage dependent hCRNN indicating that the inclusion of a coverage dependency layer is beneficial, if the observed mechanism contains even just one coverage dependent reaction. The hCRNN-predicted reaction rate constants can be calculated at arbitrary reference conditions for comparison as follows: