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Synthetic Petri Dish: A Novel Surrogate Model for Rapid Architecture Search

May 27, 2020
Aditya Rawal, Joel Lehman, Felipe Petroski Such, Jeff Clune, Kenneth O. Stanley


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Generalized Hidden Parameter MDPs Transferable Model-based RL in a Handful of Trials

Feb 08, 2020
Christian F. Perez, Felipe Petroski Such, Theofanis Karaletsos

* paper presented at AAAI 2020 as oral presentation, 9 pages 

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Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data

Dec 17, 2019
Felipe Petroski Such, Aditya Rawal, Joel Lehman, Kenneth O. Stanley, Jeff Clune


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Fully Convolutional Networks for Handwriting Recognition

Jul 10, 2019
Felipe Petroski Such, Dheeraj Peri, Frank Brockler, Paul Hutkowski, Raymond Ptucha

* Published at International Conference on Frontiers in Handwriting Recognition 

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An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents

Dec 17, 2018
Felipe Petroski Such, Vashisht Madhavan, Rosanne Liu, Rui Wang, Pablo Samuel Castro, Yulun Li, Ludwig Schubert, Marc Bellemare, Jeff Clune, Joel Lehman


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Efficient transfer learning and online adaptation with latent variable models for continuous control

Dec 08, 2018
Christian F. Perez, Felipe Petroski Such, Theofanis Karaletsos

* Presented at Continual Learning Workshop, NeurIPS 2018, Montreal, Canada. 5 pages, 4 figures 

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Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents

Oct 29, 2018
Edoardo Conti, Vashisht Madhavan, Felipe Petroski Such, Joel Lehman, Kenneth O. Stanley, Jeff Clune


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An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution

Jul 09, 2018
Rosanne Liu, Joel Lehman, Piero Molino, Felipe Petroski Such, Eric Frank, Alex Sergeev, Jason Yosinski


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Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning

Apr 20, 2018
Felipe Petroski Such, Vashisht Madhavan, Edoardo Conti, Joel Lehman, Kenneth O. Stanley, Jeff Clune


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Robust Spatial Filtering with Graph Convolutional Neural Networks

Jul 14, 2017
Felipe Petroski Such, Shagan Sah, Miguel Dominguez, Suhas Pillai, Chao Zhang, Andrew Michael, Nathan Cahill, Raymond Ptucha


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