In-situ scanning tunneling microscopy (STM) and X-ray photoelectron spectroscopy (XPS) measurements have been performed to investigate the formation and thermal stability of mono-and bimetallic Au x Fe 1-x (x ) 1, 0.8, 0.5, 0.2, 0) nanoparticles (NPs) supported on TiO 2 (110). Nearly hexagonal arrangements of sizeselected Au, Fe, and Au-Fe NPs with well-defined interparticle distances have been achieved by diblockcopolymer encapsulation. Upon stepwise annealing from 300 to 1060 °C, a remarkable thermal stability of the Au-Fe NPs was observed, maintaining their original spatial arrangement on the TiO 2 surface up to 900 °C. A majority phase of a gold-iron alloy (solid solution) was achieved for our Au 0.5 Fe 0.5 NPs in the temperature range of 700 °C -800 °C, and for Au 0.2 Fe 0.8 NPs at 800 °C, while a phase mixture of bcc Fe and Au-Fe alloy was observed for the Au 0.8 Fe 0.2 system at 800 °C-900 °C. For all samples the segregation of Au atoms toward the NP surface was detected upon high temperature annealing (800 °C) in vacuum. Nearly complete Au desorption was observed by XPS at 900 °C for Au 0.2 Fe 0.8 NPs, at 1000 °C for Au 0.5 Fe 0.5 NPs, and at 1060 °C for Au 0.8 Fe 0.2 NPs. The enhanced thermal stability of Au in the Au 0.8 Fe 0.2 NPs is believed to be related to the formation of core(Fe)/shell(Au) structures. Furthermore, contrary to the case of pure Fe or Fe-rich NPs where nearly complete Fe desorption or Fe diffusion into TiO 2 was observed at 1000 °C, an Fe signal was detected at this temperature for the Au-rich samples (Au 0.8 Fe 0.2 and Au 0.5 Fe 0.5 ).