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Dynamically Decoding Source Domain Knowledge For Unseen Domain Generalization


Oct 06, 2021
Cuicui Kang, Karthik Nandakumar


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Discovering Spatial Relationships by Transformers for Domain Generalization


Aug 23, 2021
Cuicui Kang, Karthik Nandakumar


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Efficient Encrypted Inference on Ensembles of Decision Trees


Mar 05, 2021
Kanthi Sarpatwar, Karthik Nandakumar, Nalini Ratha, James Rayfield, Karthikeyan Shanmugam, Sharath Pankanti, Roman Vaculin

* 9 pages, 6 figures 

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Efficient CNN Building Blocks for Encrypted Data


Jan 30, 2021
Nayna Jain, Karthik Nandakumar, Nalini Ratha, Sharath Pankanti, Uttam Kumar

* The Second AAAI Workshop on Privacy-Preserving Artificial Intelligence (PPAI-21) 

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How to Democratise and Protect AI: Fair and Differentially Private Decentralised Deep Learning


Jul 18, 2020
Lingjuan Lyu, Yitong Li, Karthik Nandakumar, Jiangshan Yu, Xingjun Ma

* Accepted for publication in TDSC 

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Towards Fair and Decentralized Privacy-Preserving Deep Learning with Blockchain


Jun 04, 2019
Lingjuan Lyu, Jiangshan Yu, Karthik Nandakumar, Yitong Li, Xingjun Ma, Jiong Jin

* 13 pages, 5 figures, 6 tables 

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High-frequency crowd insights for public safety and congestion control


Apr 23, 2019
Karthik Nandakumar, Sebastien Blandin, Laura Wynter


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