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Colorization Transformer

Feb 08, 2021
Manoj Kumar, Dirk Weissenborn, Nal Kalchbrenner

* ICLR 2021 Camera Ready. See https://openreview.net/forum?id=5NA1PinlGFu for more details 

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An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Oct 22, 2020
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, Neil Houlsby

* Fine-tuning code and pre-trained models are available at https://github.com/google-research/vision_transformer 

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Object-Centric Learning with Slot Attention

Jun 26, 2020
Francesco Locatello, Dirk Weissenborn, Thomas Unterthiner, Aravindh Mahendran, Georg Heigold, Jakob Uszkoreit, Alexey Dosovitskiy, Thomas Kipf


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Axial Attention in Multidimensional Transformers

Dec 20, 2019
Jonathan Ho, Nal Kalchbrenner, Dirk Weissenborn, Tim Salimans

* 10 pages 

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Scaling Autoregressive Video Models

Jun 06, 2019
Dirk Weissenborn, Oscar Täckström, Jakob Uszkoreit


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Dynamic Integration of Background Knowledge in Neural NLU Systems

Aug 21, 2018
Dirk Weissenborn, Tomáš Kočiský, Chris Dyer


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Jack the Reader - A Machine Reading Framework

Jun 20, 2018
Dirk Weissenborn, Pasquale Minervini, Tim Dettmers, Isabelle Augenstein, Johannes Welbl, Tim Rocktäschel, Matko Bošnjak, Jeff Mitchell, Thomas Demeester, Pontus Stenetorp, Sebastian Riedel

* Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL 2018), System Demonstrations 

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Cross-lingual Candidate Search for Biomedical Concept Normalization

May 04, 2018
Roland Roller, Madeleine Kittner, Dirk Weissenborn, Ulf Leser


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Neural Question Answering at BioASQ 5B

Jun 26, 2017
Georg Wiese, Dirk Weissenborn, Mariana Neves


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Neural Domain Adaptation for Biomedical Question Answering

Jun 15, 2017
Georg Wiese, Dirk Weissenborn, Mariana Neves


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Making Neural QA as Simple as Possible but not Simpler

Jun 08, 2017
Dirk Weissenborn, Georg Wiese, Laura Seiffe


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Separating Answers from Queries for Neural Reading Comprehension

Sep 27, 2016
Dirk Weissenborn


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SynsetRank: Degree-adjusted Random Walk for Relation Identification

Sep 15, 2016
Shinichi Nakajima, Sebastian Krause, Dirk Weissenborn, Sven Schmeier, Nico Goernitz, Feiyu Xu


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Neural Associative Memory for Dual-Sequence Modeling

Jun 14, 2016
Dirk Weissenborn

* To appear in RepL4NLP at ACL 2016 

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MuFuRU: The Multi-Function Recurrent Unit

Jun 09, 2016
Dirk Weissenborn, Tim Rocktäschel


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