Environment is represented in the brain by a neural code that is a result of the spatiotemporal pattern of incoming sensory information. Sensory neurons encode inputs across space and in time such that activity of a given cell inhibits the ability of near-simultaneously arriving sensory stimuli to excite the cell. At the behavioral level, consequences of such suppression are unknown. We investigated the contribution of spatially distributed, near-simultaneous sensory inputs to decision making in a whisker-dependent learning task. Mice learned the task with a single whisker or multiple whiskers alike. Both groups of mice had similar learning curves and final success rates. However, multiple-whisker animals had faster response times than single-whisker mice, requiring only about half the time to perform the task successfully. The results show that spatially distributed sensory inputs in a highly redundant sensory environment improve speed but not accuracy of the decisions made during simple sensory detection. Suppression of the near-simultaneous sensory inputs could, therefore, act to reduce the sensory redundancy.sensory deprivation ͉ whiskers ͉ tactile learning ͉ cortex S ensory neurons with their spatially localized, topographically organized receptive fields represent the external world in a spatiotemporally restricted manner. Although spatial encoding of the sensory information is based on the identity of the receptor being activated, the temporal encoding is a function of the timing of the receptor activation (1). During sensory stimulus perception, both processes take place concurrently to encode ''what'' information is available ''where'' within the array of sensory receptors. Previous studies in the somatosensory system showed that when multiple sensory receptors are nearsimultaneously (less than Ϸ80 ms) occupied to encode sensory information, stimulus-evoked activity is integrated sublinearly (2-9). Such nonlinear interaction between sensory inputs is not unique to the somatosensory modality (10, 11); nonetheless, its contribution to sensory perception and decision making is unknown. We have addressed these questions in the whisker system of the mouse.Whiskers with their varying length and orderly placements in rows and arcs constitute a 3D sensory array. As the animal palpates an object, located at some distance in front, whiskers contact the object in an order determined by their position within the ''whisker grid.'' Those rostral whiskers long enough to reach the object collect the sensory information before more caudally located ones with a latency (Ͻ40 ms; ref. 12) proportional to the distance between them and the speed of whisking. Although sensory integration within a row is temporal in nature, within an arc the integration is primarily spatial because of largely simultaneous deflection of whiskers in a given column. The integration of the sensory information on this array is performed in many stages of the somatosensory axis (2, 3, 6, 7) and has been shown to modulate the expression of plasticity...