menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

Vector Qua...
source image

Arxiv

5d

read

343

img
dot

Image Credit: Arxiv

Vector Quantized-Elites: Unsupervised and Problem-Agnostic Quality-Diversity Optimization

  • Vector Quantized-Elites is a novel Quality-Diversity algorithm that constructs a structured behavioral space grid.
  • It eliminates the need for prior task-specific knowledge by using unsupervised learning.
  • The integration of Vector Quantized Variational Autoencoders enables dynamic learning of behavioral descriptors.
  • VQ-Elites demonstrates its ability to efficiently generate diverse, high-quality solutions in robotic arm and mobile robot tasks.

Read Full Article

like

20 Likes

For uninterrupted reading, download the app