| 2025 | IJCNN | V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models. | Guilherme Vieira Neto, Marcos Eduardo Valle |
| 2022 | IJCNN | Acute Lymphoblastic Leukemia Detection Using Hypercomplex-Valued Convolutional Neural Networks. | Guilherme Vieira, Marcos Eduardo Valle |
| 2020 | IJCNN | Extreme Learning Machines on Cayley-Dickson Algebra Applied for Color Image Auto-Encoding. | Guilherme Vieira, Marcos Eduardo Valle |
| 2019 | ISMM | Characterization and Statistics of Distance-Based Elementary Morphological Operators. | Arlyson Alves do Nascimento, Marcos Eduardo Valle |
| 2019 | ISMM | Approaches to Multivalued Mathematical Morphology Based on Uncertain Reduced Orderings. | Mateus Sangalli, Marcos Eduardo Valle |
| 2018 | IJCNN | Quaternionic Recurrent Correlation Neural Networks. | Marcos Eduardo Valle |
| 2016 | IJCNN | Theoretical and computational aspects of quaternionic multivalued Hopfield neural networks. | Marcos Eduardo Valle, Fidelis Zanetti de Castro |
| 2015 | EUSFLAT | Generalized Recurrent Exponential Fuzzy Associative Memories Based on Similarity Measures. | Aline Cristina de Souza, Marcos Eduardo Valle, Peter Sussner |
| 2015 | ISMM | Elementary Morphological Operations on the Spherical CIELab Quantale. | Marcos Eduardo Valle, Raul Ambrozio Valente |
| 2014 | IJCNN | An introduction to complex-valued recurrent correlation neural networks. | Marcos Eduardo Valle |
| 2012 | HAIS | Fuzzy Associative Memories Based on Subsethood and Similarity Measures with Applications to Speaker Identification. | Estevo Laureano Esmi, Peter Sussner, Marcos Eduardo Valle, Fbio Sakuray, Lacio C. Barros |
| 2012 | HAIS | Spherical CIELab QAMs: Associative Memories Based on the CIELab System and Quantales for the Storage of Color Images. | Marcos Eduardo Valle, Peter Sussner, Estevo Laureano Esmi |
| 2012 | KES | A Semilattice Approach towards Sparsely Connected Associative Memories. | Peter Sussner, Marcos Eduardo Valle |
| 2011 | IJCNN | Some experimental results on sparsely connected autoassociative morphological memories for the reconstruction of color images corrupted by either impulsive or Gaussian noise. | Marcos Eduardo Valle, Daniela Maria Grande Vicente |
| 2009 | EUSFLAT | An Introduction to Parameterized IFAM Models with Applications in Prediction. | Peter Sussner, Rodolfo Miyasaki, Marcos Eduardo Valle |
| 2009 | EUSFLAT | Sparsely Connected Autoassociative Fuzzy Implicative Memories for the Reconstruction of Large Gray-Scale Images. | Marcos Eduardo Valle |
| 2007 | ISMM | Associative memories based on fuzzy mathematical morphology and an application in prediction. | Marcos Eduardo Valle, Peter Sussner |
| 2004 | IJCNN | Introduction to implicative fuzzy associative memories. | Marcos Eduardo Valle, Peter Sussner, Fernando A. C. Gomide |