This paper presents cooperative pseudo-bayesian backoff algorithms for unsaturated CSMA systems with multi-packet reception, aimed at maximizing system throughput by estimating backlogged stations. The proposed algorithms improve queuing performance compared to the conventional binary exponential backoff algorithm under various traffic conditions. Extensive simulations demonstrate the robustness and higher efficiency of the proposed methods over traditional approaches.