Tiago de Souza Farias

12 papers Journal 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
Assessing the advantages and limitations of quantum neural networks in regression tasks.
Quantum Mach. Intell.
Gubio Gomes de Lima, Tiago de Souza Farias, Alexandre C. Ricardo, Celso Jorge Villas-Bôas
2025 J jnl
Barren plateaus are amplified by the dimension of qudits.
Quantum Mach. Intell.
Lucas Friedrich, Tiago de Souza Farias, Jonas Maziero
2025 J jnl
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability.
CoRR
Tiago de Souza Farias, Gubio Gomes de Lima, Jonas Maziero, Celso Jorge Villas-Bôas
2025 J jnl
QuForge: A library for qudits simulation.
Comput. Phys. Commun.
Tiago de Souza Farias, Lucas Friedrich, Jonas Maziero
2024 J jnl
A differentiable programming framework for spin models.
Comput. Phys. Commun.
Tiago de Souza Farias, Vitor Vaz Schultz, José C. M. Mombach, Jonas Maziero
2024 J jnl
Barren plateaus induced by the dimension of qudits.
CoRR
Lucas Friedrich, Tiago de Souza Farias, Jonas Maziero
2024 J jnl
QuForge: A Library for Qudits Simulation.
CoRR
Tiago de Souza Farias, Lucas Friedrich, Jonas Maziero
2023 J jnl
A differentiable programming framework for spin models.
CoRR
Tiago de Souza Farias, Vitor Vaz Schultz, José Carlos Merino Mombach, Jonas Maziero
2023 — —
Redes neurais reversíveis e caracterização de problemas físicos através de programação diferenciável
Tiago de Souza Farias
2022 J jnl
Feature alignment as a generative process.
Frontiers Artif. Intell.
Tiago de Souza Farias, Jonas Maziero
2021 J jnl
Feature Alignment for Approximated Reversibility in Neural Networks.
CoRR
Tiago de Souza Farias, Jonas Maziero
2018 J jnl
Gradient target propagation.
CoRR
Tiago de Souza Farias, Jonas Maziero