2 papers
cs.LG2025
A Parallel Alternative for Energy-Efficient Neural Network Training and Inferencing
Sudip K. Seal, Maksudul Alam, Jorge Ramirez +2
Energy efficiency of training and inferencing with large neural network models is a critical challenge facing the future of sustainable large-scale machine learning workloads. This…
cs.CE2024
Iterative Methods in GPU-Resident Linear Solvers for Nonlinear Constrained Optimization
Kasia Świrydowicz, Nicholson Koukpaizan, Maksudul Alam +3
Linear solvers are major computational bottlenecks in a wide range of decision support and optimization computations. The challenges become even more pronounced on heterogeneous ha…