Tiago de Souza Farias

According to our database, Tiago de Souza Farias authored at least 10 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

Assessing the advantages and limitations of quantum neural networks in regression tasks.

Gubio Gomes de Lima, Tiago de Souza Farias, Alexandre C. Ricardo, Celso Jorge Villas-Bôas

Quantum Mach. Intell., June, 2026

2025

Barren plateaus are amplified by the dimension of qudits.

Lucas Friedrich, Tiago de Souza Farias, Jonas Maziero

Quantum Mach. Intell., June, 2025

MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability.

Tiago de Souza Farias, Gubio Gomes de Lima, Jonas Maziero, Celso Jorge Villas-Bôas

CoRR, March, 2025

QuForge: A library for qudits simulation.

Tiago de Souza Farias, Lucas Friedrich, Jonas Maziero

Comput. Phys. Commun., 2025

2024

A differentiable programming framework for spin models.

Tiago de Souza Farias, Vitor Vaz Schultz, José C. M. Mombach, Jonas Maziero

Comput. Phys. Commun., 2024

Barren plateaus induced by the dimension of qudits.

Lucas Friedrich, Tiago de Souza Farias, Jonas Maziero

CoRR, 2024

2023

Redes neurais reversíveis e caracterização de problemas físicos através de programação diferenciável

Tiago de Souza Farias

PhD thesis, 2023

2022

Feature alignment as a generative process.

Tiago de Souza Farias, Jonas Maziero

Frontiers Artif. Intell., 2022

2021

Feature Alignment for Approximated Reversibility in Neural Networks.

Tiago de Souza Farias, Jonas Maziero

CoRR, 2021

2018

Gradient target propagation.

Tiago de Souza Farias, Jonas Maziero

CoRR, 2018