Discovering Evolutionary Stepping Stones through Behavior Domination

Risto Miikkulainen , Elliot Meyerson
arXiv: Neural and Evolutionary Computing

2017
Pseudo-task Augmentation: From Deep Multitask Learning to Intratask Sharing---and Back

Risto Miikkulainen , Elliot Meyerson
international conference on machine learning 3508 -3517

48
2018
Reuse of neural modules for general video game playing

Risto Miikkulainen , Mark Hollenbeck , Alexander Braylan , Elliot Meyerson
national conference on artificial intelligence 353 -359

5
2016
Modular Universal Reparameterization: Deep Multi-task Learning Across Diverse Domains

Risto Miikkulainen , Elliot Meyerson
neural information processing systems 32 7903 -7914

26
2019
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
Evolutionary Optimization of Deep Learning Activation Functions

Risto Miikkulainen , Garrett Bingham , William Macke
arXiv: Learning

28
2020
Adapting to Unseen Environments through Explicit Representation of Context

Risto Miikkulainen , Risto Miikkulainen , Cem C. Tutum
arXiv: Neural and Evolutionary Computing

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
Discovering Parametric Activation Functions

Risto Miikkulainen , Garrett Bingham
arXiv: Learning

19
2021
Optimizing Loss Functions Through Multivariate Taylor Polynomial Parameterization

Risto Miikkulainen , Santiago Gonzalez
arXiv: Learning

5
2021
Characterizing Dynamic Word Meaning Representations in the Brain

Risto Miikkulainen , Nora Aguirre-Celis
Proceedings of the Workshop on the Cognitive Aspects of the Lexicon 117 -128

2020
A biological perspective on evolutionary computation

Risto Miikkulainen , Stephanie Forrest
Nature Machine Intelligence 3 ( 1) 9 -15

36
2021
The Traveling Observer Model: Multi-task Learning Through Spatial Variable Embeddings

Risto Miikkulainen , Elliot Meyerson
international conference on learning representations

5
2021
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
Creative AI Through Evolutionary Computation: Principles and Examples

Risto Miikkulainen
SN Computer Science 2 ( 3) 163 -163

5
2021
Predicting language treatment response in bilingual aphasia using neural network-based patient models

Swathi Kiran , Claudia Peñaloza , Uli Grasemann , Risto Miikkulainen
Scientific Reports 11 ( 1) 10497 -10497

2021
Extinction Events Can Accelerate Evolution

Joel Lehman , Risto Miikkulainen
PLOS ONE 10 ( 8)

21
2015
Designing neural networks through neuroevolution

Kenneth O. Stanley , Jeff Clune , Joel Lehman , Risto Miikkulainen
Nature Machine Intelligence 1 ( 1) 24 -35

527
2019