Sanjay Kariyappa

Sanjay Kariyappa

Georgia Institute of Technology

H-index: 10

North America-United States

About Sanjay Kariyappa

Sanjay Kariyappa, With an exceptional h-index of 10 and a recent h-index of 10 (since 2020), a distinguished researcher at Georgia Institute of Technology, specializes in the field of Explainable, secure & privacy-preserving AI.

His recent articles reflect a diverse array of research interests and contributions to the field:

SHAP@ k: Efficient and Probably Approximately Correct (PAC) Identification of Top-k Features

Bounding the invertibility of privacy-preserving instance encoding using fisher information

Exploit: Extracting private labels in split learning

Privacy-Preserving Algorithmic Recourse

Cocktail party attack: Breaking aggregation-based privacy in federated learning using independent component analysis

Information Flow Control in Machine Learning through Modular Model Architecture

Drift regularization to counteract variation in drift coefficients for analog accelerators

Measuring and controlling split layer privacy leakage using fisher information

Sanjay Kariyappa Information

University

Position

PhD Student

Citations(all)

471

Citations(since 2020)

469

Cited By

55

hIndex(all)

10

hIndex(since 2020)

10

i10Index(all)

10

i10Index(since 2020)

10

Email

University Profile Page

Georgia Institute of Technology

Google Scholar

View Google Scholar Profile

Sanjay Kariyappa Skills & Research Interests

Explainable

secure & privacy-preserving AI

Top articles of Sanjay Kariyappa

Title

Journal

Author(s)

Publication Date

SHAP@ k: Efficient and Probably Approximately Correct (PAC) Identification of Top-k Features

Proceedings of the AAAI Conference on Artificial Intelligence

Sanjay Kariyappa

Leonidas Tsepenekas

Freddy Lécué

Daniele Magazzeni

2024/3/24

Bounding the invertibility of privacy-preserving instance encoding using fisher information

Advances in Neural Information Processing Systems

Kiwan Maeng

Chuan Guo

Sanjay Kariyappa

G Edward Suh

2024/2/13

Exploit: Extracting private labels in split learning

Sanjay Kariyappa

Moinuddin K Qureshi

2023/2/8

Privacy-Preserving Algorithmic Recourse

arXiv preprint arXiv:2311.14137

Sikha Pentyala

Shubham Sharma

Sanjay Kariyappa

Freddy Lecue

Daniele Magazzeni

2023/11/23

Cocktail party attack: Breaking aggregation-based privacy in federated learning using independent component analysis

Sanjay Kariyappa

Chuan Guo

Kiwan Maeng

Wenjie Xiong

G Edward Suh

...

2023/7/3

Information Flow Control in Machine Learning through Modular Model Architecture

arXiv preprint arXiv:2306.03235

Trishita Tiwari

Suchin Gururangan

Chuan Guo

Weizhe Hua

Sanjay Kariyappa

...

2023/6/5

Drift regularization to counteract variation in drift coefficients for analog accelerators

2022/11/29

Measuring and controlling split layer privacy leakage using fisher information

arXiv preprint arXiv:2209.10119

Kiwan Maeng

Chuan Guo

Sanjay Kariyappa

Edward Suh

2022/9/21

Neural network accelerators resilient to conductance drift

2022/3/31

Noise-resilient DNN: Tolerating noise in PCM-based AI accelerators via noise-aware training

IEEE Transactions on Electron Devices

Sanjay Kariyappa

Hsinyu Tsai

Katie Spoon

Stefano Ambrogio

Pritish Narayanan

...

2021/7/2

Enabling inference privacy with adaptive noise injection

arXiv preprint arXiv:2104.02261

Sanjay Kariyappa

Ousmane Dia

Moinuddin K Qureshi

2021/4/6

Protecting dnns from theft using an ensemble of diverse models

Sanjay Kariyappa

Atul Prakash

Moinuddin K Qureshi

2021/3/6

Maze: Data-free model stealing attack using zeroth-order gradient estimation

Sanjay Kariyappa

Atul Prakash

Moinuddin K Qureshi

2021

Bespoke cache enclaves: Fine-grained and scalable isolation from cache side-channels via flexible set-partitioning

Gururaj Saileshwar

Sanjay Kariyappa

Moinuddin Qureshi

2021/9

Defending against model stealing attacks with adaptive misinformation

Sanjay Kariyappa

Moinuddin K Qureshi

2020

See List of Professors in Sanjay Kariyappa University(Georgia Institute of Technology)

Co-Authors

H-index: 52
Moinuddin Qureshi

Moinuddin Qureshi

Georgia Institute of Technology

H-index: 51
Atul Prakash

Atul Prakash

University of Michigan

H-index: 8
Vinson Young

Vinson Young

Georgia Institute of Technology

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