activity
20192021
most citedNSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

15 citations · 15 across the 2 of their papers we have counts for

collaborators

6 papers

cs.AI2021

The Factory Must Grow: Automation in Factorio

Kenneth N. Reid, Iliya Miralavy, Stephen Kelly +2

Efficient optimization of resources is paramount to success in many problems faced today. In the field of operational research the efficient scheduling of employees; packing of van…

cs.CV202015 cited

NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

Zhichao Lu, Kalyanmoy Deb, Erik Goodman +2

In this paper, we propose an efficient NAS algorithm for generating task-specific models that are competitive under multiple competing objectives. It comprises of two surrogates, o…

cs.CY2020

Evolution of Cooperative Hunting in Artificial Multi-layered Societies

Honglin Bao, Wolfgang Banzhaf

The complexity of cooperative behavior is a crucial issue in multiagent-based social simulation. In this paper, an agent-based model is proposed to study the evolution of cooperati…

cs.CV2020

Neural Architecture Transfer

Zhichao Lu, Gautam Sreekumar, Erik Goodman +3

Neural architecture search (NAS) has emerged as a promising avenue for automatically designing task-specific neural networks. Existing NAS approaches require one complete search fo…

cs.NE2020

It is Time for New Perspectives on How to Fight Bloat in GP

Francisco Fernández de Vega, Gustavo Olague, Francisco Chávez +3

The present and future of evolutionary algorithms depends on the proper use of modern parallel and distributed computing infrastructures. Although still sequential approaches domin…

cs.CV2019

Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification

Zhichao Lu, Ian Whalen, Yashesh Dhebar +4

Early advancements in convolutional neural networks (CNNs) architectures are primarily driven by human expertise and by elaborate design processes. Recently, neural architecture se…