Gabriel Melo

Gabriel Melo

PhD Student · Machine Learning · Graphs & Uncertainty

Papers

GRALE Project Figure

The quest for the GRAph Level autoEncoder (GRALE)

P Krzakala, G Melo, C Laclau, F d'Alché-Buc, R Flamary
arXiv preprint, 2025
TL;DR: Proposes GRALE, a scalable autoencoder for graph-level representation learning.
Example Project Figure

Study of Impedance Matching in CPW Cavities for Circuit QED and Quantum Computing Applications (in Portuguese)

GSV de Melo, F Rouxinol
Galoá, 2021
TL;DR: Designs and simulates a Marchand balun to improve signal coupling for superconducting quantum circuits.

Blogposts

Donut Transformer Blogpost

Fine-tuning Donut Transformer for Document Classification

Gabriel Melo
Medium, 2024
TL;DR: Compares encoder-decoder vs encoder-only fine-tuning for Donut; encoder-only is faster and equally accurate for document classification.