Search Results for author: Gustavo Henrique de Rosa

Found 6 papers, 3 papers with code

A survey on text generation using generative adversarial networks

no code implementations20 Dec 2022 Gustavo Henrique de Rosa, João Paulo Papa

This work presents a thorough review concerning recent studies and text generation advancements using Generative Adversarial Networks.

Adversarial Text Text Generation

Small Character Models Match Large Word Models for Autocomplete Under Memory Constraints

no code implementations6 Oct 2022 Ganesh Jawahar, Subhabrata Mukherjee, Debadeepta Dey, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Caio Cesar Teodoro Mendes, Gustavo Henrique de Rosa, Shital Shah

In this work, we study the more challenging open-domain setting consisting of low frequency user prompt patterns (or broad prompts, e. g., prompt about 93rd academy awards) and demonstrate the effectiveness of character-based language models.

Inductive Bias

Comparative Study Between Distance Measures On Supervised Optimum-Path Forest Classification

1 code implementation8 Feb 2022 Gustavo Henrique de Rosa, Mateus Roder, João Paulo Papa

Machine Learning has attracted considerable attention throughout the past decade due to its potential to solve far-reaching tasks, such as image classification, object recognition, anomaly detection, and data forecasting.

Anomaly Detection Benchmarking +2

Learnergy: Energy-based Machine Learners

1 code implementation16 Mar 2020 Mateus Roder, Gustavo Henrique de Rosa, João Paulo Papa

Throughout the last years, machine learning techniques have been broadly encouraged in the context of deep learning architectures.

OPFython: A Python-Inspired Optimum-Path Forest Classifier

1 code implementation28 Jan 2020 Gustavo Henrique de Rosa, João Paulo Papa, Alexandre Xavier Falcão

Machine learning techniques have been paramount throughout the last years, being applied in a wide range of tasks, such as classification, object recognition, person identification, and image segmentation.

General Classification Image Segmentation +3

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