Here I intend to collect a list of resources of recent and up-to-date(hopefully) reviews that I came across. It will be dynamically updated, for now.
Dec 2023 Quantum Optimization: Potential, Challenges, and the Path Forward
Oct 2023 Quantum algorithms: A survey of applications and end-to-end complexities
Jul 2023 Introduction to Haar Measure Tools in Quantum Information: A Beginner's Tutorial
Jun 2023 A survey on the complexity of learning quantum states
Mar 2023 Challenges and Opportunities in Quantum Machine Learning
Sep 2022 The Future of Quantum Computing with Superconducting Qubits
Jan 2022 Lecture Notes on Quantum Algorithms for Scientific Computation