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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, Aur√©lien 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, Adri√† Gasc√≥n, 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 Koneńćn√Ĺ, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancr√®de Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer √Ėzg√ľr, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tram√®r, 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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Active Learning from Imperfect Labelers

Oct 30, 2016
Songbai Yan, Kamalika Chaudhuri, Tara Javidi

* To appear in NIPS 2016 

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Adaptive Object Detection Using Adjacency and Zoom Prediction

Apr 11, 2016
Yongxi Lu, Tara Javidi, Svetlana Lazebnik

* Accepted to CVPR 2016 

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Efficient Object Detection for High Resolution Images

Oct 05, 2015
Yongxi Lu, Tara Javidi


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