Algorithm performance refers to the efficiency and effectiveness of algorithms in solving computational problems. Researchers in this area focus on analyzing and improving the performance of algorithms in terms of their speed, memory usage, and accuracy. This includes studying the theoretical time and space complexity of algorithms, as well as implementing and testing algorithms in real-world applications to evaluate their practical performance. By optimizing algorithm performance, researchers aim to develop more efficient and reliable solutions for various computational tasks.