Amauri H. Souza

28 papers A* 10A 1B 1Journal 13Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Cooperative Sheaf Neural Networks.
CoRR
André Ribeiro, Ana Luiza Tenorio, Juan Belieni, Amauri H. Souza, Diego Mesquita
2025 A* conf
Generalization and Distributed Learning of GFlowNets.
ICLR
Tiago Silva, Amauri H. Souza, Omar Rivasplata, Vikas Garg, Samuel Kaski, Diego Mesquita
2025 J jnl
Graph Persistence goes Spectral.
CoRR
Mattie Ji, Amauri H. Souza, Vikas Garg
2025 J jnl
Minimal learning machine for multi-label learning.
Mach. Learn.
Joonas Hämäläinen, Antoine Hubermont, Amauri H. Souza, César L. C. Mattos, João P. P. Gomes, Tommi Kärkkäinen
2025 J jnl
On topological descriptors for graph products.
CoRR
Mattie Ji, Amauri H. Souza, Vikas Garg
2025 A* conf
Positional Encoding meets Persistent Homology on Graphs.
ICML
Yogesh Verma, Amauri H. Souza, Vikas K. Garg
2025 J jnl
Positional Encoding meets Persistent Homology on Graphs.
CoRR
Yogesh Verma, Amauri H. Souza, Vikas Garg
2025 A* conf
When do GFlowNets learn the right distribution?
ICLR
Tiago da Silva, Rodrigo Barreto Alves, Eliezer de Souza da Silva, Amauri H. Souza, Vikas Garg, Samuel Kaski, Diego Mesquita
2024 A* conf
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond.
NeurIPS
Kirill Brilliantov, Amauri H. Souza, Vikas Garg
2024 A* conf
Embarrassingly Parallel GFlowNets.
ICML
Tiago da Silva, Luiz Max Carvalho, Amauri H. Souza, Samuel Kaski, Diego Mesquita
2024 J jnl
Embarrassingly Parallel GFlowNets.
CoRR
Tiago da Silva, Luiz Max Carvalho, Amauri H. Souza, Samuel Kaski, Diego Mesquita
2024 J jnl
In-n-Out: Calibrating Graph Neural Networks for Link Prediction.
CoRR
Erik Nascimento, Diego Mesquita, Samuel Kaski, Amauri H. Souza
2024 A* conf
On the Generalization of Equivariant Graph Neural Networks.
ICML
Rafal Karczewski, Amauri H. Souza, Vikas Garg
2024 A* conf
Topological Neural Networks go Persistent, Equivariant, and Continuous.
ICML
Yogesh Verma, Amauri H. Souza, Vikas Garg
2024 J jnl
Topological Neural Networks go Persistent, Equivariant, and Continuous.
CoRR
Yogesh Verma, Amauri H. Souza, Vikas Garg
2023 A conf
Distill n' Explain: explaining graph neural networks using simple surrogates.
AISTATS
Tamara A. Pereira, Erik Nascimento, Lucas E. Resck, Diego Mesquita, Amauri H. Souza
2023 J jnl
Distill n' Explain: explaining graph neural networks using simple surrogates.
CoRR
Tamara A. Pereira, Erik Nascimento, Lucas E. Resck, Diego Mesquita, Amauri H. Souza
2023 A* conf
Going beyond persistent homology using persistent homology.
NeurIPS
Johanna Immonen, Amauri H. Souza, Vikas Garg
2023 J jnl
Going beyond persistent homology using persistent homology.
CoRR
Johanna Immonen, Amauri H. Souza, Vikas Garg
2023 A* conf
Learning Robust Statistics for Simulation-based Inference under Model Misspecification.
NeurIPS
Daolang Huang, Ayush Bharti, Amauri H. Souza, Luigi Acerbi, Samuel Kaski
2023 J jnl
Learning Robust Statistics for Simulation-based Inference under Model Misspecification.
CoRR
Daolang Huang, Ayush Bharti, Amauri H. Souza, Luigi Acerbi, Samuel Kaski
2022 — conf
ConveXplainer for Graph Neural Networks.
BRACIS (2)
Tamara A. Pereira, Erik Jhones F. do Nascimento, Diego Mesquita, Amauri H. Souza
2022 J jnl
Pattern classification based on regional models.
Appl. Soft Comput.
Rômulo B. P. Drumond, Renan F. Albuquerque, Guilherme A. Barreto, Amauri H. Souza
2022 A* conf
Provably expressive temporal graph networks.
NeurIPS
Amauri H. Souza, Diego Mesquita, Samuel Kaski, Vikas Garg
2022 J jnl
Provably expressive temporal graph networks.
CoRR
Amauri H. Souza, Diego Mesquita, Samuel Kaski, Vikas Garg
2021 B conf
Improving Graph Variational Autoencoders with Multi-Hop Simple Convolutions.
ESANN
Erik Jhones F. do Nascimento, Amauri H. Souza, Diego Mesquita
2021 — conf
Procedural Generation of Isometric Racetracks Using Chain Code for Racing Games.
SBGames
Erik Jhones F. do Nascimento, Tassiana M. Castro, Ana Carolina S. Abreu, Filipe A. Lira, Amauri H. Souza
2014 — —
Regional models and minimal learning machines for nonlinear dynamical system identification
Amauri H. Souza