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Quality and diversity optimization: A unifying modular framework
The optimization of functions to find the best solution according to one or several objectives
has a central role in many engineering and research fields. Recently, a new family of …
has a central role in many engineering and research fields. Recently, a new family of …
Using centroidal voronoi tessellations to scale up the multidimensional archive of phenotypic elites algorithm
The recently introduced multidimensional archive of phenotypic elites (MAP-Elites) is an
evolutionary algorithm capable of producing a large archive of diverse, high-performing …
evolutionary algorithm capable of producing a large archive of diverse, high-performing …
[HTML][HTML] Reset-free trial-and-error learning for robot damage recovery
The high probability of hardware failures prevents many advanced robots (eg, legged
robots) from being confidently deployed in real-world situations (eg, post-disaster rescue) …
robots) from being confidently deployed in real-world situations (eg, post-disaster rescue) …
Discovering the elite hypervolume by leveraging interspecies correlation
Evolution has produced an astonishing diversity of species, each filling a different niche.
Algorithms like MAP-Elites mimic this divergent evolutionary process to find a set of …
Algorithms like MAP-Elites mimic this divergent evolutionary process to find a set of …
Evolution of repertoire-based control for robots with complex locomotor systems
The evolution of task-oriented control for robots with complex locomotor systems is currently
out of reach for traditional evolutionary computation techniques, as the coordination of a …
out of reach for traditional evolutionary computation techniques, as the coordination of a …
Automatic modular design of robot swarms based on repertoires of behaviors generated via novelty search
Several methods have already been proposed to automatically design control software for
robot swarms by assembling predefined modules. Yet, so far, the modules on which these …
robot swarms by assembling predefined modules. Yet, so far, the modules on which these …
Online damage recovery for physical robots with hierarchical quality-diversity
In real-world environments, robots need to be resilient to damages and robust to unforeseen
scenarios. Quality-Diversity (QD) algorithms have been successfully used to make robots …
scenarios. Quality-Diversity (QD) algorithms have been successfully used to make robots …
Hierarchical quality-diversity for online damage recovery
Adaptation capabilities, like damage recovery, are crucial for the deployment of robots in
complex environments. Several works have demonstrated that using repertoires of pre …
complex environments. Several works have demonstrated that using repertoires of pre …
Combining MAP-elites and incremental evolution to generate gaits for a mammalian quadruped robot
Four-legged mammals are capable of showing a great variety of movement patterns,
ranging from a simple walk to more complex movement such as trots and gallops. Imbuing …
ranging from a simple walk to more complex movement such as trots and gallops. Imbuing …
Relevance-guided unsupervised discovery of abilities with quality-diversity algorithms
Quality-Diversity algorithms provide efficient mechanisms to generate large collections of
diverse and high-performing solutions, which have shown to be instrumental for solving …
diverse and high-performing solutions, which have shown to be instrumental for solving …