| 2014 | GECCO | Evolving deep unsupervised convolutional networks for vision-based reinforcement learning. | Jan Koutnk, Jrgen Schmidhuber, Faustino J. Gomez |
| 2014 | ICML | A Clockwork RNN. | Jan Koutnk, Klaus Greff, Faustino J. Gomez, Jrgen Schmidhuber |
| 2013 | FDG | Evolving large-scale neural networks for vision-based TORCS. | Jan Koutnk, Giuseppe Cuccu, Jrgen Schmidhuber, Faustino J. Gomez |
| 2013 | GECCO | Evolving large-scale neural networks for vision-based reinforcement learning. | Jan Koutnk, Giuseppe Cuccu, Jrgen Schmidhuber, Faustino J. Gomez |
| 2013 | GECCO | A linear time natural evolution strategy for non-separable functions. | Yi Sun, Tom Schaul, Faustino J. Gomez, Jrgen Schmidhuber |
| 2012 | GECCO | Complexity search for compressed neural networks. | Faustino J. Gomez, Jan Koutnk, Jrgen Schmidhuber |
| 2012 | GECCO | Generalized compressed network search. | Rupesh Kumar Srivastava, Jrgen Schmidhuber, Faustino J. Gomez |
| 2012 | ICML | On the Size of the Online Kernel Sparsification Dictionary. | Yi Sun, Faustino J. Gomez, Jrgen Schmidhuber |
| 2012 | PPSN | Block Diagonal Natural Evolution Strategies. | Giuseppe Cuccu, Faustino J. Gomez |
| 2012 | PPSN | Compressed Network Complexity Search. | Faustino J. Gomez, Jan Koutnk, Jrgen Schmidhuber |
| 2012 | PPSN | Generalized Compressed Network Search. | Rupesh Kumar Srivastava, Jrgen Schmidhuber, Faustino J. Gomez |
| 2011 | CEC | Novelty-based restarts for evolution strategies. | Giuseppe Cuccu, Faustino J. Gomez, Tobias Glasmachers |
| 2011 | CEC | Curiosity-driven optimization. | Tom Schaul, Yi Sun, Daan Wierstra, Faustino J. Gomez, Jrgen Schmidhuber |
| 2011 | ICML | Incremental Basis Construction from Temporal Difference Error. | Yi Sun, Faustino J. Gomez, Mark B. Ring, Jrgen Schmidhuber |
| 2011 | IJCNN | Modular deep belief networks that do not forget. | Leo Pape, Faustino J. Gomez, Juergen Ring, Jrgen Schmidhuber |
| 2010 | GECCO | Evolving neural networks in compressed weight space. | Jan Koutnk, Faustino J. Gomez, Jrgen Schmidhuber |
| 2009 | GECCO | Sustaining diversity using behavioral information distance. | Faustino J. Gomez |
| 2009 | ICANN | Measuring and Optimizing Behavioral Complexity for Evolutionary Reinforcement Learning. | Faustino J. Gomez, Julian Togelius, Jrgen Schmidhuber |
| 2008 | CEC | Learning what to ignore: Memetic climbing in topology and weight space. | Julian Togelius, Faustino J. Gomez, Jrgen Schmidhuber |
| 2008 | PPSN | Countering Poisonous Inputs with Memetic Neuroevolution. | Julian Togelius, Tom Schaul, Jrgen Schmidhuber, Faustino J. Gomez |
| 2006 | ESANN | Evolino for recurrent support vector machines. | Jrgen Schmidhuber, Matteo Gagliolo, Daan Wierstra, Faustino J. Gomez |
| 2006 | IAS | Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot. | Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter, Jrgen Schmidhuber |
| 2006 | ICML | Connectionist temporal classification: labelling unsegmented sequence data with recurrent neural networks. | Alex Graves, Santiago Fernndez, Faustino J. Gomez, Jrgen Schmidhuber |
| 2006 | IROS | A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks. | Hermann Georg Mayer, Faustino J. Gomez, Daan Wierstra, Istvan Nagy, Alois C. Knoll, Jrgen Schmidhuber |
| 2005 | GECCO | Co-evolving recurrent neurons learn deep memory POMDPs. | Faustino J. Gomez, Jrgen Schmidhuber |
| 2005 | GECCO | Modeling systems with internal state using evolino. | Daan Wierstra, Faustino J. Gomez, Jrgen Schmidhuber |
| 2005 | ICANN | Evolving Modular Fast-Weight Networks for Control. | Faustino J. Gomez, Jrgen Schmidhuber |
| 2005 | IJCAI | Evolino: Hybrid Neuroevolution/Optimal Linear Search for Sequence Learning. | Jrgen Schmidhuber, Daan Wierstra, Faustino J. Gomez |
| 2004 | GECCO | Transfer of Neuroevolved Controllers in Unstable Domains. | Faustino J. Gomez, Risto Miikkulainen |
| 2003 | GECCO | Active Guidance for a Finless Rocket Using Neuroevolution. | Faustino J. Gomez, Risto Miikkulainen |
| 1999 | IJCAI | Solving Non-Markovian Control Tasks with Neuro-Evolution. | Faustino J. Gomez, Risto Miikkulainen |