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Trojan Signatures in DNN Weights


Sep 07, 2021
Greg Fields, Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar, Tara Javidi

* 8 pages, 13 figures 

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Decentralized Bayesian Learning with Metropolis-Adjusted Hamiltonian Monte Carlo


Jul 15, 2021
Vyacheslav Kungurtsev, Adam Cobb, Tara Javidi, Brian Jalaian


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A Field Guide to Federated Optimization


Jul 14, 2021
Jianyu Wang, Zachary Charles, Zheng Xu, Gauri Joshi, H. Brendan McMahan, Blaise Aguera y Arcas, Maruan Al-Shedivat, Galen Andrew, Salman Avestimehr, Katharine Daly, Deepesh Data, Suhas Diggavi, Hubert Eichner, Advait Gadhikar, Zachary Garrett, Antonious M. Girgis, Filip Hanzely, Andrew Hard, Chaoyang He, Samuel Horvath, Zhouyuan Huo, Alex Ingerman, Martin Jaggi, Tara Javidi, Peter Kairouz, Satyen Kale, Sai Praneeth Karimireddy, Jakub Konecny, Sanmi Koyejo, Tian Li, Luyang Liu, Mehryar Mohri, Hang Qi, Sashank J. Reddi, Peter Richtarik, Karan Singhal, Virginia Smith, Mahdi Soltanolkotabi, Weikang Song, Ananda Theertha Suresh, Sebastian U. Stich, Ameet Talwalkar, Hongyi Wang, Blake Woodworth, Shanshan Wu, Felix X. Yu, Honglin Yuan, Manzil Zaheer, Mi Zhang, Tong Zhang, Chunxiang Zheng, Chen Zhu, Wennan Zhu


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Active and Dynamic Beam Tracking UnderStochastic Mobility


Jun 21, 2021
Nancy Ronquillo, Tara Javidi

* This paper has been submitted for publication 

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Adaptive Sampling for Minimax Fair Classification


Mar 01, 2021
Shubhanshu Shekhar, Mohammad Ghavamzadeh, Tara Javidi

* 29 pages, 6 figures 

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Adaptive Sampling for Estimating Distributions: A Bayesian Upper Confidence Bound Approach


Dec 08, 2020
Dhruva Kartik, Neeraj Sood, Urbashi Mitra, Tara Javidi


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CLEANN: Accelerated Trojan Shield for Embedded Neural Networks


Sep 04, 2020
Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar


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Low Complexity Sequential Search with Measurement Dependent Noise


May 15, 2020
Sung-En Chiu, Tara Javidi

* submitted to IEEE Transaction on Information Theory 

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Multi-Scale Zero-Order Optimization of Smooth Functions in an RKHS


May 11, 2020
Shubhanshu Shekhar, Tara Javidi

* 20 pages, 2 figures. Preliminary version -- feedback welcome 

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GeneCAI: Genetic Evolution for Acquiring Compact AI


Apr 14, 2020
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar


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Advances and Open Problems in Federated Learning


Dec 10, 2019
Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Keith Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao


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Adaptive Sampling for Estimating Multiple Probability Distributions


Dec 07, 2019
Shubhanshu Shekhar, Tara Javidi, Mohammad Ghavamzadeh

* 40 pages, 3 figures 

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ASCAI: Adaptive Sampling for acquiring Compact AI


Nov 15, 2019
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar


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Active Learning for Binary Classification with Abstention


Jun 01, 2019
Shubhanshu Shekhar, Mohammad Ghavamzadeh, Tara Javidi

* 42 pages, 1 figure 

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The Label Complexity of Active Learning from Observational Data


May 29, 2019
Songbai Yan, Kamalika Chaudhuri, Tara Javidi


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Decentralized Bayesian Learning over Graphs


May 24, 2019
Anusha Lalitha, Xinghan Wang, Osman Kilinc, Yongxi Lu, Tara Javidi, Farinaz Koushanfar


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Implicit Label Augmentation on Partially Annotated Clips via Temporally-Adaptive Features Learning


May 24, 2019
Yongxi Lu, Ziyao Tang, Tara Javidi


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Binary Classification with Bounded Abstention Rate


May 23, 2019
Shubhanshu Shekhar, Mohammad Ghavamzadeh, Tara Javidi

* 35 pages, 4 figures 

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Multiscale Gaussian Process Level Set Estimation


Feb 26, 2019
Shubhanshu Shekhar, Tara Javidi

* AISTATS 2019 
* 15 pages 

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Peer-to-peer Federated Learning on Graphs


Jan 31, 2019
Anusha Lalitha, Osman Cihan Kilinc, Tara Javidi, Farinaz Koushanfar


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Active Learning and CSI acquisition for mmWave Initial Alignment


Dec 19, 2018
Sung-En Chiu, Nancy Ronquillo, Tara Javidi

* submitted to JSAC Machine Learning in Wireless Communication on 12/15/18 

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SIGNet: Semantic Instance Aided Unsupervised 3D Geometry Perception


Dec 13, 2018
Yue Meng, Yongxi Lu, Aman Raj, Samuel Sunarjo, Rui Guo, Tara Javidi, Gaurav Bansal, Dinesh Bharadia


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Efficient Video Understanding via Layered Multi Frame-Rate Analysis


Nov 24, 2018
Ziyao Tang, Yongxi Lu, Tara Javidi

* under review 

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Authentication of cyber-physical systems under learning-based attacks


Sep 17, 2018
Mohammad Javad Khojasteh, Anatoly Khina, Massimo Franceschetti, Tara Javidi


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DeepFense: Online Accelerated Defense Against Adversarial Deep Learning


Aug 21, 2018
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar

* Adding hardware acceleration for real-time execution of defender modules 

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Active Learning with Logged Data


Jun 13, 2018
Songbai Yan, Kamalika Chaudhuri, Tara Javidi

* ICML 2018 

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Gaussian Process bandits with adaptive discretization


Jan 05, 2018
Shubhanshu Shekhar, Tara Javidi

* 34 pages, 2 figures 

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Fully-adaptive Feature Sharing in Multi-Task Networks with Applications in Person Attribute Classification


Nov 16, 2016
Yongxi Lu, Abhishek Kumar, Shuangfei Zhai, Yu Cheng, Tara Javidi, Rogerio Feris


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