An analytical approach is proposed to study the evolution of the star-forming galaxy (SFG) main sequence (MS) and the fraction of dust-obscured SF up to . Far-ultraviolet (FUV) and infrared (IR) star formation rates, SFRs, are described as conditional probability functions of . We convolve them with the galaxy stellar mass function (GSMF) of SFGs to derive the FUV and IR LFs. The 2 SF modes formalism is used to describe starburst galaxies. By fitting observed FUV and IR LFs, the parametrization of SFR${\rm FUV}-M{\ast}{\rm IR}-M{\ast}$ are constrained. Our derived SFR reproduces the evolution of the MS as compared to other observational inferences. At any redshift, we find that the sSFR${\rm FUV+IR}-M{\ast}$ relation for MS SFGs approaches to a power law at the high-mass end. At lower masses, it bends and eventually the slope sign changes from negative to positive at very low masses. At , this change of sign is at close to dust-obscured SF regime, . The slope sign change is related to the knee of the FUV LF. Our derived dust-obscured fractions agree with previous determinations at . Dust-obscured fractions depend strongly on mass with almost no dependence with redshift at . At high-mass galaxies become more “transparent” compared to their high redshift counterparts. On the opposite, low- and intermediate-mass galaxies have become more obscured by dust. The joint evolution of the GSMF and the FUV and IR LFs is a promising approach to study mass growth and dust formation/destruction mechanisms.

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