Twelve new coordination polymers, namely, [Pb(L)] (1), [Mn2(L)2(H2O)] (2), [Mn(L)(H2O)] (3), [Zn3(L)2(H2O)4] (4), [Zn(L)(pbib)0.5]·1.5H2O (5), [Cd(L)(pbib)0.5]·2H2O (6), [Zn(L)(bbtz)0.5]·H2O (7), [Zn(L)(bbmb)0.5] (8), [Co(L)(bbmb)0.5(H2O)] (9), [Zn(L)(biim‐6)0.5]·2H2O (10), [Cd(L)(biim‐6)0.5]·2H2O (11), and [Cd(L)(biim‐4)0.5]·2H2O (12) have been synthesized under hydrothermal conditions [H2L = 3‐carboxy‐1‐carboxymethyl‐2‐oxidopyridinium, pbib = 1,4‐bis(imidazol‐1‐ylmethyl)benzene, bbtz = 1,4‐bis(1H‐1,2,4‐triazol‐1‐ylmethyl)benzene, bbmb = 1,1′‐(1,4‐butanediyl)bis(2‐methylbenzimidazole), biim‐6 = 1,1′‐(1,6‐hexanediyl)bis(imidazole), and biim‐4 = 1,1′‐(1,4‐butanediyl)bis(imidazole)]. Compound 1 features 1D double‐chain structures, which are further linked by C–H···O hydrogen‐bonding interactions to form a 3D supramolecular architecture. Compounds 2–11 have 2D layer structures. Compound 2 possesses a 2D (42·64) layer. Compound 3 exhibits a 2D undulated 44‐squar lattice (sql) sheet. The 2D layers of 2 and 3 are further connected by intermolecular hydrogen‐bonding interactions, which lead to 3D supramolecular architectures. The structure of 4 is a 2D (3,4)‐connected net with the (42·62·82)(42·6) topology. Compounds 5–7 have similar structures and show 2D networks with 4‐connected 44‐sql topologies. Compounds 8 and 9 have similar structures and display (3,4)‐connected networks with the (42·6)(42·63·8) topology. Compounds 10 and 11 reveal similar 4‐connected 44‐sql nets. The 2D layers of 5–11 are further extended into 3D supramolecular architectures through π–π interactions. Compound 12 has a 3D (65·8) CdSO4‐type framework. The thermal stabilities of 1–12 have been studied by thermogravimetric analysis. The luminescent properties for 4–8 and 10–12 have also been investigated in detail.