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LogicInference: A New Dataset for Teaching Logical Inference to seq2seq Models


Apr 11, 2022
Santiago Ontanon, Joshua Ainslie, Vaclav Cvicek, Zachary Fisher

* Accepted at ICLR 2022 OSC workshop (v3 contains updated results after fixing a problem in dataset generation) 

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LongT5: Efficient Text-To-Text Transformer for Long Sequences


Dec 15, 2021
Mandy Guo, Joshua Ainslie, David Uthus, Santiago Ontanon, Jianmo Ni, Yun-Hsuan Sung, Yinfei Yang

* preprint 

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FNet: Mixing Tokens with Fourier Transforms


May 09, 2021
James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontanon


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Big Bird: Transformers for Longer Sequences


Jul 28, 2020
Manzil Zaheer, Guru Guruganesh, Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontanon, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, Amr Ahmed


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ETC: Encoding Long and Structured Data in Transformers


Apr 21, 2020
Joshua Ainslie, Santiago Ontanon, Chris Alberti, Philip Pham, Anirudh Ravula, Sumit Sanghai

* Updated ETC 512 results which mistakenly used a stale input format. Paper has not been peer-reviewed. An extended version will be submitted for review in the future 

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A semantic network-based evolutionary algorithm for computational creativity


Jul 14, 2014
Atilim Gunes Baydin, Ramon Lopez de Mantaras, Santiago Ontanon

* Evolutionary Intelligence, 8(1):3-21 (2015) 
* 20 pages, 14 figures, revision after reviews, changed title 

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Experiments with Game Tree Search in Real-Time Strategy Games


Aug 09, 2012
Santiago Ontanon

* 7 pages, 1 figure 

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Automated Generation of Cross-Domain Analogies via Evolutionary Computation


Apr 11, 2012
Atilim Gunes Baydin, Ramon Lopez de Mantaras, Santiago Ontanon

* In Proceedings of the Third International Conference on Computational Creativity, Dublin, Ireland, May 30-June 1, 2012. Dublin: University College Dublin, 2012, pp. 25-32 
* Conference submission, International Conference on Computational Creativity 2012 (8 pages, 6 figures) 

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