In this article, solution-derived amorphous cerium oxide (CeO 2 ) with smooth surface as gate dielectric has been investigated. Electrical analysis has indicated that ALD-derived 3 nm Al 2 O 3 passivation layer on CeO 2 surface is benefit to reduce leakage current of CeO 2 MOS capacitors. Meanwhile, solution-processed In 2 O 3 thin-film transistors (TFTs) based on optimized Al 2 O 3 /CeO 2 bilayer dielectric are integrated for the first time. Results indicate that 300 °C annealed In 2 O 3 /Al 2 O 3 /CeO 2 TFT presents high performances with saturation mobility of 18.25 ± 0.92 cm 2 / $\text{V}\cdot \text{s}$ , ${I}_{ \mathrm{\scriptscriptstyle ON}}/{I}_{ \mathrm{\scriptscriptstyle OFF}}$ ratio of (1.81 ± 0.30) $\times \,\,10^{{7}}$ , subthreshold swing of 0.071 ± 0.002 V/decade, interfacial trap states ( ${D}_{\,\text {it}}$ ) of (6.00 ± 0.48) $\times \,\,10^{{11}}$ cm $^{-{2}}$ , and remarkable positive bias stress (PBS) stability, respectively. Furthermore, a resistor-loaded inverter is fabricated with voltage gain of 12.81 at 5 V and good voltage-transfer characteristics (VTCs), demonstrating the potential application of Al 2 O 3 /CeO 2 as high- ${k}$ gate stacks for future TFTs.