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Photocatalytic CO<sub>2</sub> reduction technology has a broad potential for dealing with the issues of energy shortage and global warming. As a widely studied material used in the photocatalytic process, titanium dioxide (TiO<sub>2</sub>) has been continuously modified and tailored for more desirable application. Recently, the defective/reduced titanium dioxide (TiO<sub>2-<i>x</i></sub>) catalyst has attracted broad attention due to its excellent photocatalytic performance for CO<sub>2</sub> reduction. In this perspective review, we comprehensively present the recent progress in TiO<sub>2-<i>x</i></sub>-based materials for photocatalytic CO<sub>2</sub> reduction. In detail, the review starts with the fundamentals of CO<sub>2</sub> photocatalytic reduction. Then, the synthesis of a defective TiO<sub>2</sub> structure is introduced for the regulation of its photocatalytic performance, especially its optical properties and dissociative adsorption properties. In addition, the current application of TiO<sub>2-<i>x</i></sub>-based photocatalysts for CO<sub>2</sub> reduction is also highlighted, such as metal-TiO<sub>2-<i>x</i></sub>, oxide-TiO<sub>2-<i>x</i></sub> and TiO<sub>2-<i>x</i></sub>-carbon-based photocatalysts. Finally, the existing challenges and possible scope of photocatalytic CO<sub>2</sub> reduction over TiO<sub>2-<i>x</i></sub>-based materials are discussed. We hope that this review can provide an effective reference for the development of more efficient and reasonable photocatalysts based on TiO<sub>2-<i>x</i></sub>.