Beyond Shared Hierarchies: Deep Multitask Learning through Soft Layer Ordering

Risto Miikkulainen , Elliot Meyerson
arXiv: Learning

3
2017
Evolutionary Architecture Search For Deep Multitask Networks

Risto Miikkulainen , Elliot Meyerson , Jason Liang
arXiv: Neural and Evolutionary Computing

118
2018
DMVP: Foremost Waypoint Coverage of Time-Varying Graphs

Danny Krizanc , Eric Aaron , Elliot Meyerson
arXiv: Computational Complexity

7
2014
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
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
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
Evolution is the new deep learning

Risto Miikkulainen , Babak Hodjat , Xin Qiu , Jason Liang
ACM Sigevolution 11 ( 1) 3 -7

2018
Flavor-cyber-agriculture: Optimization of plant metabolites in an open-source control environment through surrogate modeling

Arielle J. Johnson , Elliot Meyerson , John de la Parra , Timothy L. Savas
PLOS ONE 14 ( 4)

17
2019
Multi-Robot Foremost Coverage of Time-Varying Graphs

Eric Aaron , Danny Krizanc , Elliot Meyerson
algorithmic aspects of wireless sensor networks 22 -38

6
2014
Evolutionary neural AutoML for deep learning

Jason Liang , Elliot Meyerson , Babak Hodjat , Dan Fink
genetic and evolutionary computation conference 401 -409

80
2019
Learning Behavior Characterizations for Novelty Search

Elliot Meyerson , Joel Lehman , Risto Miikkulainen
genetic and evolutionary computation conference 149 -156

47
2016
Language Model Crossover: Variation through Few-Shot Prompting

Elliot Meyerson , Mark J Nelson , Herbie Bradley , Adam Gaier
arXiv preprint arXiv:2302.12170

2023
Probing chromatin accessibility with small molecule DNA intercalation and nanopore sequencing

Gali Bai , Namrita Dhillon , Colette Felton , Brett Meissner
bioRxiv

2024