activity
20222026
most citedIncorporating Prior Knowledge in Deep Learning Models via Pathway Activity Autoencoders

3 citations · 3 across the 4 of their papers we have counts for

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cs.LG2026

Biologically Informed Deep Neural Networks for Multi-Omic Integration, Pathway Activity Inference and Risk Stratification in Cancer

Pedro Henrique da Costa Avelar, Le Ou-Yang, Min Wu +1

Integrating complex, multi-omics data presents significant challenges. Existing approaches often face a trade-off between model interpretability and representational capacity, with…

cs.CV2026

Is an Image Also Worth 16x16=256 Superpixels? A Framework for Attentional Image Classification

Pedro Henrique da Costa Avelar, Anderson R. Tavares, Luís C. Lamb

Superpixel-based image classification has traditionally leveraged graph neural networks (GNNs) for processing irregular image representations. Recent advances in computer vision, d…