3 papers
cs.SD2026
BASENet: Band-Adapted Speech Enhancement Network with Cross-Band Attention
Damien Martins Gomes, François Capman
Speech enhancement models typically apply uniform capacity across all frequencies, disregarding the non-uniform spectral resolution of human hearing. We propose BASENet, a frequenc…
cs.LG2025
Towards Practical Second-Order Optimizers in Deep Learning: Insights from Fisher Information Analysis
Damien Martins Gomes
First-order optimization methods remain the standard for training deep neural networks (DNNs). Optimizers like Adam incorporate limited curvature information by preconditioning the…
cs.LG2025
AdaFisher: Adaptive Second Order Optimization via Fisher Information
Damien Martins Gomes, Yanlei Zhang, Eugene Belilovsky +2
First-order optimization methods are currently the mainstream in training deep neural networks (DNNs). Optimizers like Adam incorporate limited curvature information by employing t…