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Simple Summary: Microbial symbionts could intervene with the physiological processes of insect chemoreception, such as changing the processing, transmission, and integration of olfactory or gustatory signals and thereby improve or reduce insect sensitivity to semiochemicals, which in turn adjusts insect behavior. The influence of microbial symbionts on insect chemical communication facilitates the spread of symbionts but could be beneficial or detrimental to insects, which provides the impetus for the co-evolution of symbiotic systems. The association between microbial symbionts and insect chemoreception could be exploited to develop new insect control strategies. Chemical communication is widespread among insects and exploited to adjust their behavior, such as food and habitat seeking and preferences, recruitment, defense, and mate attraction. Recently, many studies have revealed that microbial symbionts could regulate host chemical communication by affecting the synthesis and perception of insect semiochemicals. In this paper, we review recent studies of the influence of microbial symbionts on insect chemoreception. Microbial symbionts may influence insect sensitivity to semiochemicals by regulating the synthesis of odorant-binding proteins or chemosensory proteins and olfactory or gustatory receptors and regulating host neurotransmission, thereby adjusting insect behavior. The manipulation of insect chemosensory behavior by microbial symbionts is conducive to their proliferation and dispersal and provides the impetus for insects to change their feeding habits and aggregation and dispersal behavior, which contributes to population differentiation in insects. Future research is necessary to reveal the material and information exchange between both partners to improve our comprehension of the evolution of chemoreception in insects. Manipulating insect chemoreception physiology by inoculating them with microbes could be utilized as a potential approach to managing insect populations. [ABSTRACT FROM AUTHOR]