| 2026 |
Beyond Single-Space Representation: Adaptive Multi-View Neighborhood Retrieval for Tabular Learning |
International Workshops on Statistical Techniques in Pattern Recognition and Structural and Syntactic Pattern Recognition |
| 2026 |
When to Prune? The Importance of Timing in Data Efficiency Training |
International Conference on Pattern Recognition (ICPR) |
| 2026 |
Layer-wise LoRA fine-tuning: a similarity metric approach |
International Conference on Pattern Recognition (ICPR) |
| 2025 |
The Virtues of Brevity: Avoid Overthinking in Parallel Test-Time Reasoning |
Neural Information Processing Systems (NeurIPS). Workshop on Efficient Reasoning |
| 2025 |
Tiny Titans: Efficient Large Vision, Language and Multimodal Models Through Pruning |
2025 38th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) |
| 2025 |
One Period to Rule Them All: Identifying Critical Learning Periods in Deep Networks |
International Neural Network Society Workshop on Deep Learning Innovations and Applications |
| 2025 |
Enhancing Distilled Datasets Via Natural Data Mixing |
2025 38th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) |
| 2025 |
Efficient LLMs with AMP: Attention Heads and MLP Pruning |
2025 International Joint Conference on Neural Networks (IJCNN) |
| 2025 |
Pruning Everything, Everywhere, All at Once |
2025 International Joint Conference on Neural Networks (IJCNN) |
| 2024 |
Effective Layer Pruning Through Similarity Metric Perspective |
International Conference on Pattern Recognition (ICPR) |
| 2024 |
Effective Layer Pruning Through Similarity Metric Perspective |
International Conference on Machine Learning (ICML) Workshop on Advancing Neural Network Training (WANT): Computational Efficiency, Scalability, and Resource Optimization |
| 2024 |
Early Detection of Extreme Storm Tide Events Using Multimodal Data Processing |
Conference on Artificial Intelligence (AAAI) |
| 2023 |
Detection and Classification of Animal Crossings on Roads Using IoT-Based WiFi Sensing |
2023 IEEE LatinAmerican Conference on Communications (LATINCOM) |
| 2023 |
When Layers Play the Lottery, all Tickets Win at Initialization |
2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) |
| 2023 |
Single Image Super-Resolution Based on Capsule Neural Networks |
12th Brazilian Conference on Intelligent Systems (BRACIS) |
| 2021 |
On the Effect of Pruning on Adversarial Robustness |
2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) |
| 2021 |
Partial Least Squares: A Deep Space Odyssey |
Concurso de Teses e Dissertações da SBC |
| 2021 |
Stage-Wise Neural Architecture Search |
2020 25th International Conference on Pattern Recognition (ICPR) |
| 2021 |
Covariance-free Partial Least Squares: An Incremental Dimensionality Reduction Method |
2021 IEEE Winter Conference on Applications of Computer Vision (WACV) |
| 2019 |
Pruning Deep Convolutional Networks using Partial Least Squares |
British Machine Vision Conference (BMVC) Workshop |
| 2018 |
Latent HyperNet: Exploring the Layers of Convolutional Neural Networks |
2018 International Joint Conference on Neural Networks (IJCNN) |
| 2018 |
Face Verification: Strategies for Employing Deep Models |
2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018) |
| 2017 |
Boosted Projection: An Ensemble of Transformation Models |
22nd Iberoamerican Congress on Pattern Recognition (CIARP) |
| 2016 |
The Good, The Fast and the Better Pedestrian Detector |
XXIX Conference on Graphics, Patterns and Images |
| 2016 |
A late fusion approach to combine multiple pedestrian detectors |
2016 23rd International Conference on Pattern Recognition (ICPR) |
| 2016 |
Oblique random forest based on partial least squares applied to pedestrian detection |
2016 IEEE International Conference on Image Processing (ICIP) |
| 2015 |
A Study of Filtering Approaches for Sliding Window Pedestrian Detection |
Workshop de Visão Computacional (WVC) |
