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Tiago de Souza Farias
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2020 – today
- 2026
[j5]Gubio Gomes de Lima, Tiago de Souza Farias, Alexandre C. Ricardo, Celso Jorge Villas-Bôas:
Assessing the advantages and limitations of quantum neural networks in regression tasks. Quantum Mach. Intell. 8(1): 20 (2026)- 2025
[j4]Tiago de Souza Farias
, Lucas Friedrich, Jonas Maziero:
QuForge: A library for qudits simulation. Comput. Phys. Commun. 314: 109687 (2025)
[j3]Lucas Friedrich
, Tiago de Souza Farias
, Jonas Maziero
:
Barren plateaus are amplified by the dimension of qudits. Quantum Mach. Intell. 7(1): 56 (2025)
[i6]Tiago de Souza Farias, Gubio Gomes de Lima, Jonas Maziero, Celso Jorge Villas-Bôas:
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability. CoRR abs/2503.22528 (2025)- 2024
[j2]Tiago de Souza Farias
, Vitor Vaz Schultz, José C. M. Mombach, Jonas Maziero:
A differentiable programming framework for spin models. Comput. Phys. Commun. 302: 109234 (2024)
[i5]Lucas Friedrich, Tiago de Souza Farias, Jonas Maziero:
Barren plateaus induced by the dimension of qudits. CoRR abs/2405.08190 (2024)
[i4]Tiago de Souza Farias, Lucas Friedrich, Jonas Maziero:
QuForge: A Library for Qudits Simulation. CoRR abs/2409.17716 (2024)- 2023
[b1]Tiago de Souza Farias:
Redes neurais reversíveis e caracterização de problemas físicos através de programação diferenciável. Universidade Federal de Santa Maria, Brazil, 2023
[i3]Tiago de Souza Farias, Vitor Vaz Schultz, José Carlos Merino Mombach, Jonas Maziero:
A differentiable programming framework for spin models. CoRR abs/2304.01772 (2023)- 2022
[j1]Tiago de Souza Farias
, Jonas Maziero:
Feature alignment as a generative process. Frontiers Artif. Intell. 5 (2022)- 2021
[i2]Tiago de Souza Farias, Jonas Maziero:
Feature Alignment for Approximated Reversibility in Neural Networks. CoRR abs/2106.12562 (2021)
2010 – 2019
- 2018
[i1]Tiago de Souza Farias, Jonas Maziero:
Gradient target propagation. CoRR abs/1810.09284 (2018)
Coauthor Index

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