[HTML][HTML] Efficient multi-objective neural architecture search framework via policy gradient algorithm
Differentiable architecture search plays a prominent role in Neural Architecture Search
(NAS) and exhibits preferable efficiency than traditional heuristic NAS methods, including …
(NAS) and exhibits preferable efficiency than traditional heuristic NAS methods, including …
Accelerating deep neural network learning using data stream methodology
This paper introduces a novel machine learning approach, called BBATDD (Boosting-Based
Algorithm Trained with Drift Detector), that departs from traditional epoch-based methods by …
Algorithm Trained with Drift Detector), that departs from traditional epoch-based methods by …
Toward Less Constrained Macro-Neural Architecture Search
V Lopes, LA Alexandre - IEEE Transactions on Neural …, 2023 - ieeexplore.ieee.org
Networks found with neural architecture search (NAS) achieve the state-of-the-art
performance in a variety of tasks, out-performing human-designed networks. However, most …
performance in a variety of tasks, out-performing human-designed networks. However, most …
Surprisingly Strong Performance Prediction with Neural Graph Features
Performance prediction has been a key part of the neural architecture search (NAS) process,
allowing to speed up NAS algorithms by avoiding resource-consuming network training …
allowing to speed up NAS algorithms by avoiding resource-consuming network training …
[HTML][HTML] Guided evolutionary neural architecture search with efficient performance estimation
Abstract Neural Architecture Search (NAS) methods have been successfully applied to
image tasks with excellent results. However, NAS methods are often complex and tend to …
image tasks with excellent results. However, NAS methods are often complex and tend to …
[PDF][PDF] Improving Neural Architecture Search With Bayesian Optimization and Generalization Mechanisms
VF Lopes - 2024 - core.ac.uk
Os avanços nos domínios da Inteligência Artificial (IA) e da Aprendizagem Automática (AA)
permitiram obter resultados impressionantes em vários problemas. Estes avanços podem …
permitiram obter resultados impressionantes em vários problemas. Estes avanços podem …