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Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search


Oct 27, 2022
Xin Qiu, Risto Miikkulainen

* 17 pages, 6 figures 

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BigDL 2.0: Seamless Scaling of AI Pipelines from Laptops to Distributed Cluster


Apr 03, 2022
Jason Dai, Ding Ding, Dongjie Shi, Shengsheng Huang, Jiao Wang, Xin Qiu, Kai Huang, Guoqiong Song, Yang Wang, Qiyuan Gong, Jiaming Song, Shan Yu, Le Zheng, Yina Chen, Junwei Deng, Ge Song

* Accepted by CVPR 2022 (Demo Track) 

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Simple Genetic Operators are Universal Approximators of Probability Distributions (and other Advantages of Expressive Encodings)


Feb 19, 2022
Elliot Meyerson, Xin Qiu, Risto Miikkulainen

* 10 pages, with 4 page appendix 

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Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model


Oct 05, 2020
Xin Qiu, Risto Miikkulainen


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From Prediction to Prescription: AI-Based Optimization of Non-Pharmaceutical Interventions for the COVID-19 Pandemic


May 30, 2020
Risto Miikkulainen, Olivier Francon, Elliot Meyerson, Xin Qiu, Elisa Canzani, Babak Hodjat


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Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription


Feb 13, 2020
Olivier Francon, Santiago Gonzalez, Babak Hodjat, Elliot Meyerson, Risto Miikkulainen, Xin Qiu, Hormoz Shahrzad


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Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel


Jun 03, 2019
Xin Qiu, Elliot Meyerson, Risto Miikkulainen


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BigDL: A Distributed Deep Learning Framework for Big Data


Jun 25, 2018
Jason Dai, Yiheng Wang, Xin Qiu, Ding Ding, Yao Zhang, Yanzhang Wang, Xianyan Jia, Cherry Zhang, Yan Wan, Zhichao Li, Jiao Wang, Shengsheng Huang, Zhongyuan Wu, Yang Wang, Yuhao Yang, Bowen She, Dongjie Shi, Qi Lu, Kai Huang, Guoqiong Song


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Enhancing Evolutionary Optimization in Uncertain Environments by Allocating Evaluations via Multi-armed Bandit Algorithms


Mar 26, 2018
Xin Qiu, Risto Miikkulainen

* 8 pages, 3 figures 

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