A highly stable tungsten triboride with the Pearson symbol hP24 (hP24-WB 3 ) is identified by using density functional theory calculations. This new structure can be derived from the well-known hP3 configuration by removing one third of tungsten atoms systematically so that the remaining tungsten atoms form three cycled layers of open hexagons with each a layer displaced by one atom. Such a porous and metallic system has an unexpectedly high Vickers hardness of 38.3 GPa. It is revealed that a three-dimensional covalent framework composed of hexagonal boron planes interconnected with strong zigzag W-B bonds is responsible for its unusual high hardness.The synthesis and prediction of new transition-metal borides (TMBs) possessing exceptional properties are the subject of an intense research activity since their unique characteristics confer a considerable technological interest to them. For example, following the discovery of a famous superconductor [5] were found to be display appealing superconductivity. Strikingly, a large TMB 6 family attracts much attentions for they exhibit valence fluctuations (SmB 6 ) and Kondo (CeB 6 ) effects or have low work functions and low volatility at high temperature (LaB 6 , CeB 6 ) allowing their use as high performance thermionic emitters [6]. Moreover, FeB 2 was predicted to be the first metal diboride semiconductor [3]. Recently, the boron incorporation into TMs forming dense TMBs ensures high valence electron density and strong covalent bonding resulting in high hardness [7]. Applying this principle, a series of promising superhard TMBs were experimentally synthesized or theoretically predicted [8]. In the following, we demonstrate that a novel TMB with unusual behaviors can be found in such a well-known and accessible binary system as W-B.A great interest is currently focused on tungsten borides, not only because they can form rich phases, but also because of their high potentials to serve as relatively inexpensive superhard In this Letter, we present a comprehensive study of the phase stability, crystal structure and electronic properties for the W-B system. We find a brand new hP24-WB 3 that can be obtained from the well-known hP3-WB 2 by removing one third of tungsten atoms systematically. This noncompact and conductive hP24-WB 3 not only is the highest boride of tungsten with the thermodynamic stability but also has an unexpectedly high hardness of 38.3 GPa. Furthermore, we reveal that such an anomalous hardness has its electronic origin. This newly identified compound strongly challenges the common strategy only pursuing dense TMBs for superhard materials.The calculations were carried out using the density functional theory within the generalized gradient approximation (GGA) [24] as implemented in the Vienna ab initio simulation package (VASP) [25]. The chosen cutoff energy of 500 eV and dense k-point meshes ensure numerical convergence of energy differences to typically ~1 meV/atom. All considered structures were optimized with respect to both lattice parameters and ...