Showing cs.LGShow all
3 papers · 1 filter
cs.LG2026
Deep Neural Networks with Ordinal Loss for Medical Applications
Tal Dvora, Rotem Haba, Gonen Singer
In many prediction problems in medical applications, target labels exhibit an inherent ordinal structure, where class ordering reflects clinically meaningful severity levels. The c…
cs.LG2026
Complementary Attention Head Pruning for Efficient Transformers
Yaniv Livertovsky, Shahar Somin, Gonen Singer
The remarkable success of Transformer-based models in natural language processing stems from architectural scaling, which leads to a large number of parameters and hinders deployme…
cs.LG2023
Graph-Based Automatic Feature Selection for Multi-Class Classification via Mean Simplified Silhouette
David Levin, Gonen Singer
This paper introduces a novel graph-based filter method for automatic feature selection (abbreviated as GB-AFS) for multi-class classification tasks. The method determines the mini…