“…[ 5‐6 ] In addition, the Pd nanoparticles usually undergo a surface reconstruction that leads to the particle sintering during calcination and reactions and subsequently decreases their overall activities. Conventional approaches for enhancing the catalytic selectivity and stability of Pd targeting alkenes via the semi‐hydrogenation include controlling the shape of palladium nanocrystals, [ 7‐8 ] preparing isolated single‐atom Pd catalysts, [ 9‐12 ] using various supports ( e.g , TiO 2 , [ 13 ] Ni(OH) 2 , [ 14 ] mpg‐C 3 N 4 , [ 15 ] CeO 2 , [ 16‐17 ] Al 2 O 3 , [ 18 ] SiO 2 , [ 19 ] Fe 3 O 4 , [ 20 ] C, [ 21‐22 ] N‐CNT, [ 23 ] HT, [ 24 ] COF [ 25 ] and MOF [ 26‐31 ] materials), doping second elements ( e.g , Pb, [ 8,32‐33 ] Zn, [ 34‐35 ] S, [ 36 ] P, [ 37 ] C, [ 38‐39 ] Ga, [ 40‐41 ] In [ 10,42 ] ), preparing nanocomposites ( e.g , CuFe 2 O 4 , [ 43 ] Cu 2 O, [ 44 ] ZnO [ 45 ] ) and using organic modifiers (modifying elements such as N, [ 46‐51 ] S, [ 51‐55 ] or P [ 55 ] ) to poison the active sites. Nearly all these methods could increase the selectivity of Pd as a semi‐hydrogenation catalyst by regulating the electronic state (ligand effect) [ 8,12,15,36 ] or/and separating the active sites of Pd (ensemble effect).…”