3 papers
cs.LG2026
Beyond Affine Transformations: A Soft Dominance Layer for Coordinate-Wise Neural Computation
Mariano Rivera
This paper presents a preliminary study of an alternative to the affine transformation underlying conventional neural-network layers. In the proposed Soft Dominance Layer, each out…
cs.CV2025
COLORA: Efficient Fine-Tuning for Convolutional Models with a Study Case on Optical Coherence Tomography Image Classification
Mariano Rivera, Angello Hoyos
We introduce CoLoRA (Convolutional Low-Rank Adaptation), a parameter-efficient fine-tuning method for convolutional neural networks (CNNs). CoLoRA extends LoRA to convolutional lay…
cs.CV2023
Attentive VQ-VAE
Angello Hoyos, Mariano Rivera
We present a novel approach to enhance the capabilities of VQ-VAE models through the integration of a Residual Encoder and a Residual Pixel Attention layer, named Attentive Residua…