Quantum computing stands at the forefront of scientific innovation, captivating broad interest as a dynamically evolving field. Recent years have witnessed remarkable progress in developing and analyzing quantum algorithms for a wide range of scientific computing challenges. These applications include various numerical linear algebra tasks, solving high-dimensional differential equations, learning from quantum systems, and more. […]