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A neuro-adaptive scheme is suggested for improving the tracking properties of H infin-optimal filters. The design approach is based on embedding the H infin-optimal filter within a simplified adaptive control loop that is driven by the innovation process. The stability of the overall estimation scheme is established under strictly passive conditions of a related system. The suggested method is applied to improve the tracking properties of a GPS receiver during user maneuvers.