Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel
Risto Miikkulainen , Xin Qiu , Elliot Meyerson
international conference on learning representations
42
2020
Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription
Risto Miikkulainen , Hormoz Shahrzad , Xin Qiu , Elliot Meyerson
arXiv: Neural and Evolutionary Computing
17
2020
From Prediction to Prescription: AI-Based Optimization of Non-Pharmaceutical Interventions for the COVID-19 Pandemic.
Risto Miikkulainen , Elisa Canzani , Xin Qiu , Elliot Meyerson
arXiv: Neural and Evolutionary Computing
5
2020
From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic
Risto Miikkulainen , Elisa Canzani , Xin Qiu , Elliot Meyerson
IEEE Transactions on Evolutionary Computation 25 ( 2) 386 -401
24
2021
Dynamic Multiobjective Optimization Using Evolutionary Algorithm with Kalman Filter
Arrchana Muruganantham , Yang Zhao , Sen Bong Gee , Xin Qiu
Procedia Computer Science 24 66 -75
33
2013
Evolution is the new deep learning
Risto Miikkulainen , Babak Hodjat , Xin Qiu , Jason Liang
ACM Sigevolution 11 ( 1) 3 -7
2018
Enhancing Evolutionary Conversion Rate Optimization via Multi-armed Bandit Algorithms
Xin Qiu , Risto Miikkulainen
national conference on artificial intelligence 33 ( 01) 9581 -9588
2019
A novel Differential Evolution (DE) algorithm for multi-objective optimization
Xin Qiu , Jianxin Xu , Kay Chen Tan
congress on evolutionary computation 2391 -2396
2
2014
A New Framework for Self-adapting Control Parameters in Multi-objective Optimization
Xin Qiu , Weinan Xu , Jian-Xin Xu , Kay Chen Tan
genetic and evolutionary computation conference 743 -750
3
2015
Machine Learning Enhanced Multi-Objective Evolutionary Algorithm Based on Decomposition
Yung Siang Liau , Kay Chen Tan , Jun Hu , Xin Qiu
intelligent data engineering and automated learning 553 -560
7
2013
A Novel Diversity Maintenance Scheme for Evolutionary Multi-objective Optimization
Sen Bong Gee , Xin Qiu , Kay Chen Tan
intelligent data engineering and automated learning 270 -277
7
2013
Ascend by Evolv: AI-Based Massively Multivariate Conversion Rate Optimization
Risto Miikulainen , Myles Brundage , Jonathan Epstein , Tyler Foster
Ai Magazine 41 ( 1) 44 -60
7
2020
An opposition-based self-adaptive differential evolution with decomposition for solving the multiobjective multiple salesman problem
Jin Kiat Chong , Xin Qiu
congress on evolutionary computation 4096 -4103
7
2016
Enhancing exploration in differential evolution via exponential recombination
Xin Qiu , Jianxin Xu , Kay Chen Tan
congress on evolutionary computation 4076 -4081
2016
Simple genetic operators are universal approximators of probability distributions (and other advantages of expressive encodings)
Elliot Meyerson , Xin Qiu , Risto Miikkulainen
Smpte Journal 739 -748
3
2022
Adaptive cross-generation differential evolution operators for multiobjective optimization
Xin Qiu , Jian-Xin Xu , Kay Chen Tan , Hussein A Abbass
IEEE Transactions on Evolutionary Computation 20 ( 2) 232 -244
115
2015
A New Differential Evolution Algorithm for Minimax Optimization in Robust Design
Xin Qiu , Jian-Xin Xu , Yinghao Xu , Kay Chen Tan
IEEE Transactions on Cybernetics
86
2017
Multiple Exponential Recombination for Differential Evolution
Xin Qiu , Kay Chen Tan , Jian-Xin Xu
IEEE
77
2016
A Novel Hybrid Multi-objective Optimization Framework: Rotating the Objective Space
Xin Qiu , Ye Huang , Jian-Xin Xu , Kay Chen Tan
Asia-Pacific Conference on Simulated Evolution and Learning 192 -203
1
2014
Detecting misclassification errors in neural networks with a gaussian process model
Xin Qiu , Risto Miikkulainen
Proceedings of the AAAI Conference on Artificial Intelligence 36 ( 7) 8017 -8027
7
2022