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CSER: Communication-efficient SGD with Error Reset

Jul 29, 2020
Cong Xie, Shuai Zheng, Oluwasanmi Koyejo, Indranil Gupta, Mu Li, Haibin Lin


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Bayesian Coresets: An Optimization Perspective

Jul 01, 2020
Jacky Y. Zhang, Rajiv Khanna, Anastasios Kyrillidis, Oluwasanmi Koyejo


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Does Adversarial Transferability Indicate Knowledge Transferability?

Jun 25, 2020
Kaizhao Liang, Jacky Y. Zhang, Oluwasanmi Koyejo, Bo Li

* First two authors contributed equally. Code https://github.com/AI-secure/Does-Adversairal-Transferability-Indicate-Knowledge-Transferability 

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Fair Performance Metric Elicitation

Jun 23, 2020
Gaurush Hiranandani, Harikrishna Narasimhan, Oluwasanmi Koyejo

* 29 pages, 6 figures, and 2 tables 

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Rich-Item Recommendations for Rich-Users via GCNN: Exploiting Dynamic and Static Side Information

Jan 28, 2020
Amar Budhiraja, Gaurush Hiranandani, Navya Yarrabelly, Ayush Choure, Oluwasanmi Koyejo, Prateek Jain

* The first two authors contributed equally. 14 pages, 2 figures and 5 tables 

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Towards A Controllable Disentanglement Network

Jan 22, 2020
Zengjie Song, Oluwasanmi Koyejo, Jiangshe Zhang

* arXiv admin note: text overlap with arXiv:1912.11675 

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Learning Controllable Disentangled Representations with Decorrelation Regularization

Dec 25, 2019
Zengjie Song, Oluwasanmi Koyejo, Jiangshe Zhang


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Local AdaAlter: Communication-Efficient Stochastic Gradient Descent with Adaptive Learning Rates

Nov 20, 2019
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta, Haibin Lin


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Learning Sparse Distributions using Iterative Hard Thresholding

Nov 07, 2019
Jacky Y. Zhang, Rajiv Khanna, Anastasios Kyrillidis, Oluwasanmi Koyejo

* NeurIPS 2019 

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Consistent Classification with Generalized Metrics

Aug 24, 2019
Xiaoyan Wang, Ran Li, Bowei Yan, Oluwasanmi Koyejo


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Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems

Jul 22, 2019
Shalmali Joshi, Oluwasanmi Koyejo, Warut Vijitbenjaronk, Been Kim, Joydeep Ghosh


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Partially Linear Additive Gaussian Graphical Models

Jun 08, 2019
Sinong Geng, Minhao Yan, Mladen Kolar, Oluwasanmi Koyejo


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Clustered Monotone Transforms for Rating Factorization

Oct 31, 2018
Gaurush Hiranandani, Raghav Somani, Oluwasanmi Koyejo, Sreangsu Acharyya

* The first two authors contributed equally to the paper. The paper to appear in WSDM 2019 

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Interpreting Black Box Predictions using Fisher Kernels

Oct 23, 2018
Rajiv Khanna, Been Kim, Joydeep Ghosh, Oluwasanmi Koyejo


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Joint Nonparametric Precision Matrix Estimation with Confounding

Oct 16, 2018
Sinong Geng, Mladen Kolar, Oluwasanmi Koyejo


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Zeno: Byzantine-suspicious stochastic gradient descent

Sep 16, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta

* Submitted to SysML 2019 

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xGEMs: Generating Examplars to Explain Black-Box Models

Jun 22, 2018
Shalmali Joshi, Oluwasanmi Koyejo, Been Kim, Joydeep Ghosh


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Eliciting Binary Performance Metrics

Jun 05, 2018
Gaurush Hiranandani, Shant Boodaghians, Ruta Mehta, Oluwasanmi Koyejo

* 33 pages, 4 figures, 3 tables 

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Binary Classification with Karmic, Threshold-Quasi-Concave Metrics

Jun 02, 2018
Bowei Yan, Oluwasanmi Koyejo, Kai Zhong, Pradeep Ravikumar

* ICML 2018 

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Phocas: dimensional Byzantine-resilient stochastic gradient descent

May 23, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta

* Submitted to NIPS 2018. arXiv admin note: substantial text overlap with arXiv:1802.10116 

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Generalized Byzantine-tolerant SGD

Mar 23, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta


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Learning the Base Distribution in Implicit Generative Models

Mar 13, 2018
Cem Subakan, Oluwasanmi Koyejo, Paris Smaragdis


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Online Classification with Complex Metrics

Feb 10, 2018
Bowei Yan, Oluwasanmi Koyejo, Kai Zhong, Pradeep Ravikumar

* An error was found in the proof 

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Dependent relevance determination for smooth and structured sparse regression

Dec 05, 2017
Anqi Wu, Oluwasanmi Koyejo, Jonathan W. Pillow

* 38 pages, 12 figures, submitted to JMLR 

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Preference Completion from Partial Rankings

Nov 14, 2016
Suriya Gunasekar, Oluwasanmi Koyejo, Joydeep Ghosh

* NIPS 2016 

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Information Projection and Approximate Inference for Structured Sparse Variables

Jul 12, 2016
Rajiv Khanna, Joydeep Ghosh, Russell Poldrack, Oluwasanmi Koyejo


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A simple and provable algorithm for sparse diagonal CCA

May 29, 2016
Megasthenis Asteris, Anastasios Kyrillidis, Oluwasanmi Koyejo, Russell Poldrack

* To appear at ICML 2016, 14 pages, 4 figures 

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Generalized Linear Models for Aggregated Data

May 14, 2016
Avradeep Bhowmik, Joydeep Ghosh, Oluwasanmi Koyejo

* AISTATS 2015, 9 pages, 6 figures 

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