By applying external energy such as electrical, magnetic, and light, the actuators can be manipulated to move or perform designed actions. [2,5,6] Electrically-driven actuators require a wired connection, and magnetically-driven actuation requires strong magnets or a short distance between the magnet and the actuator. [7][8][9] Compared to their electric and magnetic counterparts, opticallydriven actuators are wireless and can be controlled remotely. Various propulsion strategies such as photochemical reactions, photoelectric effect, self-thermophoresis, and Marangoni effect have been developed to realize the optically induced actuation. [10][11][12][13][14] Among these strategies, driving the actuators via the photothermally-promoted Marangoni propulsion has been found to be an efficient and facile method. [15,16] Marangoni propulsion relies on the heat generated by photothermal conversion on the actuator to form a temperature gradient on a liquid surface. Due to the Marangoni effect, the temperature gradient will induce a surface tension gradient of the liquid and produce microscopic Marangoni flows. [2,[15][16][17][18][19] The Marangoni flow propels the actuator to complete the macroscopic actuation behavior on the liquid surface. There are two essential features for an efficient opticallydriven actuation on the water surface. It should primarily have efficient photothermal conversion characteristics to rapidly form temperature and surface tension gradients on the water surface. Additionally, the drag force should be minimized when the Marangoni flow propels the actuator. Materials with high absorption can be used for efficient photothermal conversion and reduce drag by fabricating the superhydrophobic surface. [15,20] However, several challenges limit the wide application of optically-driven actuators with the Marangoni effect. Preparation methods for actuators based on superhydrophobic photothermal materials are usually complicated and fluorinecontaining reagents used for superhydrophobic chemical modification are environmentally harmful. [21][22][23] The fabrication of actuators based on superhydrophobic photothermal materials synthesized in an environmentally friendly way is crucial for Remotely controlled self-propelled optically-driven actuators are increasingly attractive for sensing and robotic applications. However, complexities in material synthesis, multifunctionality, dynamic response, and the response rate limit their use for wide-ranging application. This work uses a simple and efficient spraying method to prepare optically-driven actuators based on TiN@PDMS-PVDF (TiN@polydimethylsiloxane-polyvinylidene difluoride) papers. The actuator exhibits stable superhydrophobicity for photothermal heating and corrosive solutions with a contact angle and sliding angle of 169.9° and 2.3°, respectively. The superhydrophobic actuators exhibit an efficient photothermal conversion aided by a very high optical absorption of the material approaching 97%. The optically-driven actuator based on the TiN@PDMS-PVDF pap...