2 papers
cs.LG2025
1 bit is all we need: binary normalized neural networks
Eduardo Lobo Lustoda Cabral, Paulo Pirozelli, Larissa Driemeier
The increasing size of large neural network models, specifically language models and foundational image models, poses deployment challenges, prompting efforts to reduce memory requ…
cs.LG2025
Low-Resolution Neural Networks
Eduardo Lobo Lustosa Cabral, Larissa Driemeier
The expanding scale of large neural network models introduces significant challenges, driving efforts to reduce memory usage and enhance computational efficiency. Such measures are…