Review of adversarial attacks and defenses on edge machine learning
This project aims to analyse the various Adversarial Threats to Machine Learning on the Edge and how they can be mitigated by Trusted Execution Environment (TEE). This report will analyse the effectiveness of the TEE in mitigating these threats and where it can be supplemented by other Adversarial D...
| Main Author: | |
|---|---|
| Other Authors: | |
| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
Nanyang Technological University
2024
|
| Subjects: | |
| Online Access: | https://hdl.handle.net/10356/175152 |
| _version_ | 1826119136269303808 |
|---|---|
| author | Chua, Jim Sean |
| author2 | Anupam Chattopadhyay |
| author_facet | Anupam Chattopadhyay Chua, Jim Sean |
| author_sort | Chua, Jim Sean |
| collection | NTU |
| description | This project aims to analyse the various Adversarial Threats to Machine Learning on the Edge and how they can be mitigated by Trusted Execution Environment (TEE). This report will analyse the effectiveness of the TEE in mitigating these threats and where it can be supplemented by other Adversarial Defenses in the Edge setting. |
| first_indexed | 2024-10-01T04:55:10Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/175152 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T04:55:10Z |
| publishDate | 2024 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1751522024-04-26T15:41:06Z Review of adversarial attacks and defenses on edge machine learning Chua, Jim Sean Anupam Chattopadhyay School of Computer Science and Engineering anupam@ntu.edu.sg Computer and Information Science This project aims to analyse the various Adversarial Threats to Machine Learning on the Edge and how they can be mitigated by Trusted Execution Environment (TEE). This report will analyse the effectiveness of the TEE in mitigating these threats and where it can be supplemented by other Adversarial Defenses in the Edge setting. Bachelor's degree 2024-04-22T07:05:07Z 2024-04-22T07:05:07Z 2024 Final Year Project (FYP) Chua, J. S. (2024). Review of adversarial attacks and defenses on edge machine learning. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175152 https://hdl.handle.net/10356/175152 en application/pdf Nanyang Technological University |
| spellingShingle | Computer and Information Science Chua, Jim Sean Review of adversarial attacks and defenses on edge machine learning |
| title | Review of adversarial attacks and defenses on edge machine learning |
| title_full | Review of adversarial attacks and defenses on edge machine learning |
| title_fullStr | Review of adversarial attacks and defenses on edge machine learning |
| title_full_unstemmed | Review of adversarial attacks and defenses on edge machine learning |
| title_short | Review of adversarial attacks and defenses on edge machine learning |
| title_sort | review of adversarial attacks and defenses on edge machine learning |
| topic | Computer and Information Science |
| url | https://hdl.handle.net/10356/175152 |
| work_keys_str_mv | AT chuajimsean reviewofadversarialattacksanddefensesonedgemachinelearning |