Abstract: Branch prediction is an essential optimization for both the performance and power of modern processors, enabling instructions ahead of branches to be executed speculatively in parallel. Different from the general branch prediction, procedure return can be conquered with a return-address stack (RAS). By using a speculative emulation of the call stack according to the last-in-first-out rule for procedure calls and returns, the RAS predicts return addresses accurately. However, due to wrong-path corruptions under speculative execution of real processors, the RAS needs a repair mechanism to maintain the accuracy of the storage. Especially for embedded processors which are sensitive to the area, a careful trade-off between the accuracy and the overhead of repair mechanisms could be necessary. To address the redundancy of RAS storage, we introduce hybrid RAS, a return-address predictor based on a persistent stack. By integrating the classical stack, the persistent stack, and the backup prediction with the detection of overflows, our proposal could eliminate wrong-path corruptions and redundancies at the same time. As a result, the return misprediction rate is reduced effectively and efficiently. In addition, the classical stack is decoupled from the persistent stack to further optimize the area. With benchmarks from the SPEC CPU 2000 suite, the experiments show that our proposed RAS can reduce MPKI（mis-predictions per kilo instructions）to 2.4×10⁻³with a design area of only 1.1×10⁴ μm² under design compiler, whose misses are reduced by over 96% compared with the state-of-the-art RAS.