Giansalvo Cirrincione
3 papers · Latest:
Machine Learning
INCRT: An Incremental Transformer That Determines Its Own Architecture
INCRT is an incremental Transformer that dynamically determines its optimal architecture during training, reducing redundancy and parameters.
2604.10703
Machine LearningHierarchical Kernel Transformer: Multi-Scale Attention with an Information-Theoretic Approximation Analysis
Hierarchical Kernel Transformer (HKT) introduces a multi-scale attention mechanism with trainable downsampling, achieving performance gains at a small computational cost.
2604.08829
Machine LearningDDCL-INCRT: A Self-Organising Transformer with Hierarchical Prototype Structure (Theoretical Foundations)
DDCL-INCRT is a self-organizing Transformer that dynamically determines its optimal architecture, including head count and depth, during training.
2604.01880
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