id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-6092	Shobhankumar D.M	A Neural Network-Based Framework for Solving Large-Scale Inverse Problems	2024	11	.pdf	application/pdf	4881	292	16	Neural network approaches have demonstrated remarkable success in accelerating these reconstructions while maintaining or improving image quality. We examine fundamental theoretical concepts, including stability-accuracy trade-offs in neural networks for inverse problems, and demonstrate how deep learning approaches can not only accelerate solutions but also achieve superior performance compared to traditional optimization methods.	cache/cana-6092.pdf	txt/cana-6092.txt