Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Risto Miikkulainen

NeuroComb: Improving SAT Solving with Graph Neural Networks


Oct 28, 2021
Wenxi Wang, Yang Hu, Mohit Tiwari, Sarfraz Khurshid, Kenneth McMillan, Risto Miikkulainen


  Access Paper or Ask Questions

AutoInit: Analytic Signal-Preserving Weight Initialization for Neural Networks


Sep 18, 2021
Garrett Bingham, Risto Miikkulainen

* 15 pages, 9 figures, 1 table 

  Access Paper or Ask Questions

Evolving GAN Formulations for Higher Quality Image Synthesis


Feb 17, 2021
Santiago Gonzalez, Mohak Kant, Risto Miikkulainen


  Access Paper or Ask Questions

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


Oct 05, 2020
Elliot Meyerson, Risto Miikkulainen

* Main paper: 8 pages; with references: 11 pages; with appendix: 15 pages. Best viewed in color 

  Access Paper or Ask Questions

Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model


Oct 05, 2020
Xin Qiu, Risto Miikkulainen


  Access Paper or Ask Questions

Effective Regularization Through Loss-Function Metalearning


Oct 02, 2020
Santiago Gonzalez, Risto Miikkulainen


  Access Paper or Ask Questions

Creative AI Through Evolutionary Computation: Principles and Examples


Aug 11, 2020
Risto Miikkulainen

* This is an extended version of arXiv:1901.03775 

  Access Paper or Ask Questions

Generalization of Agent Behavior through Explicit Representation of Context


Jun 18, 2020
Cem C Tutum, Suhaib Abdulquddos, Risto Miikkulainen

* 7 pages, 6 figures, 3 tables. arXiv admin note: substantial text overlap with arXiv:2002.05640 

  Access Paper or Ask Questions

Discovering Parametric Activation Functions


Jun 05, 2020
Garrett Bingham, Risto Miikkulainen

* 11 pages, 6 figures/tables, under review 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Improving Neural Network Learning Through Dual Variable Learning Rates


Feb 25, 2020
Elizabeth Liner, Risto Miikkulainen


  Access Paper or Ask Questions

Evolutionary Optimization of Deep Learning Activation Functions


Feb 17, 2020
Garrett Bingham, William Macke, Risto Miikkulainen

* 8 pages; 9 figures/tables; submitted to GECCO 2020 

  Access Paper or Ask Questions

Adapting to Unseen Environments through Explicit Representation of Context


Feb 13, 2020
Cem C. Tutum, Risto Miikkulainen

* 7 pages, 7 figures 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Population-Based Training for Loss Function Optimization


Feb 11, 2020
Jason Liang, Santiago Gonzalez, Risto Miikkulainen


  Access Paper or Ask Questions

Evolving Loss Functions with Multivariate Taylor Polynomial Parameterizations


Feb 10, 2020
Santiago Gonzalez, Risto Miikkulainen


  Access Paper or Ask Questions

MDEA: Malware Detection with Evolutionary Adversarial Learning


Feb 09, 2020
Xiruo Wang, Risto Miikkulainen

* 8 pages, 7 figures 

  Access Paper or Ask Questions

Evolving Loss Functions With Multivariate Taylor Polynomial Parameterizations


Jan 31, 2020
Santiago Gonzalez, Risto Miikkulainen


  Access Paper or Ask Questions

Enhanced Optimization with Composite Objectives and Novelty Pulsation


Jun 07, 2019
Hormoz Shahrzad, Babak Hodjat, Camille Dollé, Andrei Denissov, Simon Lau, Donn Goodhew, Justin Dyer, Risto Miikkulainen

* arXiv admin note: substantial text overlap with arXiv:1803.03744 

  Access Paper or Ask Questions

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


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


  Access Paper or Ask Questions

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


May 31, 2019
Elliot Meyerson, Risto Miikkulainen

* 15 pages, including Supplemental Material 

  Access Paper or Ask Questions

Better Future through AI: Avoiding Pitfalls and Guiding AI Towards its Full Potential


May 30, 2019
Risto Miikkulainen, Bret Greenstein, Babak Hodjat, Jerry Smith


  Access Paper or Ask Questions

Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization


May 27, 2019
Santiago Gonzalez, Risto Miikkulainen


  Access Paper or Ask Questions

Evolutionary Neural AutoML for Deep Learning


Apr 09, 2019
Jason Liang, Elliot Meyerson, Babak Hodjat, Dan Fink, Karl Mutch, Risto Miikkulainen

* 8 pages 

  Access Paper or Ask Questions

Functional Generative Design of Mechanisms with Recurrent Neural Networks and Novelty Search


Mar 25, 2019
Cameron R. Wolfe, Cem C. Tutum, Risto Miikkulainen

* 7 pages, GECCO 2019 

  Access Paper or Ask Questions

Hierarchical Policy Design for Sample-Efficient Learning of Robot Table Tennis Through Self-Play


Feb 17, 2019
Reza Mahjourian, Risto Miikkulainen, Nevena Lazic, Sergey Levine, Navdeep Jaitly


  Access Paper or Ask Questions

Creative AI Through Evolutionary Computation


Jan 12, 2019
Risto Miikkulainen


  Access Paper or Ask Questions