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Christian Borgs

What's in a Name? Reducing Bias in Bios without Access to Protected Attributes


Apr 10, 2019
Alexey Romanov, Maria De-Arteaga, Hanna Wallach, Jennifer Chayes, Christian Borgs, Alexandra Chouldechova, Sahin Geyik, Krishnaram Kenthapadi, Anna Rumshisky, Adam Tauman Kalai

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* Accepted at NAACL 2019; Best Thematic Paper 
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Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting


Jan 27, 2019
Maria De-Arteaga, Alexey Romanov, Hanna Wallach, Jennifer Chayes, Christian Borgs, Alexandra Chouldechova, Sahin Geyik, Krishnaram Kenthapadi, Adam Tauman Kalai

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* Accepted at ACM Conference on Fairness, Accountability, and Transparency (ACM FAT*), 2019 
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Entropy-SGD: Biasing Gradient Descent Into Wide Valleys


Apr 21, 2017
Pratik Chaudhari, Anna Choromanska, Stefano Soatto, Yann LeCun, Carlo Baldassi, Christian Borgs, Jennifer Chayes, Levent Sagun, Riccardo Zecchina

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* ICLR '17 
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Unreasonable Effectiveness of Learning Neural Networks: From Accessible States and Robust Ensembles to Basic Algorithmic Schemes


Oct 06, 2016
Carlo Baldassi, Christian Borgs, Jennifer Chayes, Alessandro Ingrosso, Carlo Lucibello, Luca Saglietti, Riccardo Zecchina

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* Proc. Natl. Acad. Sci. U.S.A. 113(48):E7655-E7662, 2016 
 * 31 pages (14 main text, 18 appendix), 12 figures (6 main text, 6 appendix) 
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Discovering Neuronal Cell Types and Their Gene Expression Profiles Using a Spatial Point Process Mixture Model


Jun 11, 2016
Furong Huang, Animashree Anandkumar, Christian Borgs, Jennifer Chayes, Ernest Fraenkel, Michael Hawrylycz, Ed Lein, Alessandro Ingrosso, Srinivas Turaga

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Belief-Propagation for Weighted b-Matchings on Arbitrary Graphs and its Relation to Linear Programs with Integer Solutions


Aug 04, 2011
Mohsen Bayati, Christian Borgs, Jennifer Chayes, Riccardo Zecchina

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* SIAM J. Discrete Math. 2011, Vol 25, Issue 2, pp. 989-1011 
 * 28 pages, 2 figures. Submitted to SIAM journal on Discrete Mathematics on March 19, 2009; accepted for publication (in revised form) August 30, 2010; published electronically July 1, 2011 
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