We study unconventional superfluids of fermionic polar molecules in a two-dimensional bilayer system with dipoles are head-to-tail across the layers. We analyze the critical temperature of several unconventional pairings as a function of different system parameters. The peculiar competition between the d-and the s-wave pairings is discussed. We show that the experimental observation of such unconventional superfluids requires ulralow temperatures, which opens up new possibilities to realize several topological phases.PACS numbers: 67. 03.75.Ss, Recently, unconventional superfluids and superconductors where the gap parameters have symmetries different from the standard s-wave symmetry have attracted much attention because of their nontrivial statistical properties and topological behavior [1][2][3][4][5].The advent of a quantum degenerate gas of polar molecule opens the door to a wide range of scientific explorations. Precision measurements, quantum-controlled chemical reactions and novel phases of matter [6][7][8][9] are among a few prominent examples provided by an ultracold gas of polar molecules. Molecules have the capability to attain the transition dipole moment induced by a resonant microwave field, coupled with the internal rotational states. Polar molecules may be better suited than neutral atoms for studying unconventional pairings, as they possess tunable electric dipole moment which can be induced by a static dc electric field, in addition to their own intrinsic dipole moment [10][11][12][13]. An ideal platform to investigate the properties of polar molecules is a bilayer configuration, since it allows for stability against chemical reactions. Attractive interlayer interaction in such bilayer systems may also induce non-trivial interlayer pairings [14][15][16][17][18][19].In this Letter we consider fermionic polar molecules loaded in a two-dimensional (2D) bilayer geometry with dipole moments are aligned perpendicularly to the plane of motion and in opposite directions in different layers (see Fig.1). Such arrangement makes the interlayer interaction to be repulsive in short-ranged regime, while attractive in the long distance leading to the emergence of novel interlayer superfluids, that are different to those obtained in [14][15][16][17][18]. Most recently, the formation of a non-conventional p-wave superfluid in this configuration has been analyzed in [20].Motivated by this, we study here various superfluid phases, that can possibly occur in the same bilayer system following the method described in [20]. We solve the l-wave interlayer scattering problem up to second order. Then, we derive useful analytical expressions for the order parameter and the transition temperature for pairings through all angular momentum channels in terms of the interlayer spacing in the weak coupling regime. This procedure allows us to take into account a plethora of possibilities when calculating critical temperatures of different competing orders as a function of the system parameters. We will show in particular that t...