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Data and its (dis)contents: A survey of dataset development and use in machine learning research

Dec 09, 2020
Amandalynne Paullada, Inioluwa Deborah Raji, Emily M. Bender, Emily Denton, Alex Hanna


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Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure

Oct 23, 2020
Ben Hutchinson, Andrew Smart, Alex Hanna, Emily Denton, Christina Greer, Oddur Kjartansson, Parker Barnes, Margaret Mitchell


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Characterising Bias in Compressed Models

Oct 06, 2020
Sara Hooker, Nyalleng Moorosi, Gregory Clark, Samy Bengio, Emily Denton


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Social Biases in NLP Models as Barriers for Persons with Disabilities

May 02, 2020
Ben Hutchinson, Vinodkumar Prabhakaran, Emily Denton, Kellie Webster, Yu Zhong, Stephen Denuyl

* ACL 2020 
* ACL 2020 short paper. 5 pages 

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Diversity and Inclusion Metrics in Subset Selection

Feb 09, 2020
Margaret Mitchell, Dylan Baker, Nyalleng Moorosi, Emily Denton, Ben Hutchinson, Alex Hanna, Timnit Gebru, Jamie Morgenstern

* AIES 2020: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society 

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Detecting Bias with Generative Counterfactual Face Attribute Augmentation

Jun 18, 2019
Emily Denton, Ben Hutchinson, Margaret Mitchell, Timnit Gebru

* Presented at CVPR 2019 Workshop on Fairness Accountability Transparency and Ethics in Computer Vision 

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Learning Goal Embeddings via Self-Play for Hierarchical Reinforcement Learning

Nov 22, 2018
Sainbayar Sukhbaatar, Emily Denton, Arthur Szlam, Rob Fergus


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Modeling Others using Oneself in Multi-Agent Reinforcement Learning

Mar 23, 2018
Roberta Raileanu, Emily Denton, Arthur Szlam, Rob Fergus

* 10 pages, 16 figures, submitted to ICML 2018 

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Stochastic Video Generation with a Learned Prior

Mar 02, 2018
Emily Denton, Rob Fergus


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Unsupervised Learning of Disentangled Representations from Video

May 31, 2017
Emily Denton, Vighnesh Birodkar


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Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks

Nov 19, 2016
Emily Denton, Sam Gross, Rob Fergus


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Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks

Jun 18, 2015
Emily Denton, Soumith Chintala, Arthur Szlam, Rob Fergus


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Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation

Jun 09, 2014
Emily Denton, Wojciech Zaremba, Joan Bruna, Yann LeCun, Rob Fergus


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