Stealing Neural Networks via Timing Side Channels

31 December 2018

Papers citing "Stealing Neural Networks via Timing Side Channels"

20 / 20 papers shown

Title
Examining the Threat Landscape: Foundation Models and Model Stealing Ankita Raj Deepankar Varma Chetan Arora AAML 73 1 0 25 Feb 2025
The Early Bird Catches the Leak: Unveiling Timing Side Channels in LLM Serving Systems Linke Song Zixuan Pang Wenhao Wang Zihao Wang XiaoFeng Wang Hongbo Chen Wei Song Yier Jin Dan Meng Rui Hou 56 7 0 30 Sep 2024
On the Adversarial Inversion of Deep Biometric Representations Gioacchino Tangari Shreesh Keskar H. Asghar Dali Kaafar AAML 31 2 0 12 Apr 2023
AUTOLYCUS: Exploiting Explainable AI (XAI) for Model Extraction Attacks against Interpretable Models Abdullah Çaglar Öksüz Anisa Halimi Erman Ayday ELM AAML 21 2 0 04 Feb 2023
Decompiling x86 Deep Neural Network Executables Zhibo Liu Yuanyuan Yuan Shuai Wang Xiaofei Xie L. Ma AAML 39 13 0 03 Oct 2022
Demystifying Arch-hints for Model Extraction: An Attack in Unified Memory System Zhendong Wang Xiaoming Zeng Xulong Tang Danfeng Zhang Xingbo Hu Yang Hu AAML MIACV FedML 24 6 0 29 Aug 2022
On the Evaluation of User Privacy in Deep Neural Networks using Timing Side Channel Shubhi Shukla Manaar Alam Sarani Bhattacharya Debdeep Mukhopadhyay Pabitra Mitra AAML 25 2 0 01 Aug 2022
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences Daryna Oliynyk Rudolf Mayer Andreas Rauber 39 106 0 16 Jun 2022
Learning to Reverse DNNs from AI Programs Automatically Simin Chen Hamed Khanpour Cong Liu Wei Yang 35 15 0 20 May 2022
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories Adnan Siraj Rakin Md Hafizul Islam Chowdhuryy Fan Yao Deliang Fan AAML MIACV 42 110 0 08 Nov 2021
Confidential Machine Learning Computation in Untrusted Environments: A Systems Security Perspective Kha Dinh Duy Taehyun Noh Siwon Huh Hojoon Lee 56 9 0 05 Nov 2021
Guarding Machine Learning Hardware Against Physical Side-Channel Attacks Anuj Dubey Rosario Cammarota Vikram B. Suresh Aydin Aysu AAML 30 31 0 01 Sep 2021
NeurObfuscator: A Full-stack Obfuscation Tool to Mitigate Neural Architecture Stealing Jingtao Li Zhezhi He Adnan Siraj Rakin Deliang Fan C. Chakrabarti 24 24 0 20 Jul 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Muhammad Shafique Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 75 100 0 04 Jan 2021
Stealing Deep Reinforcement Learning Models for Fun and Profit Kangjie Chen Shangwei Guo Tianwei Zhang Xiaofei Xie Yang Liu MLAU MIACV OffRL 24 45 0 09 Jun 2020
How to 0wn NAS in Your Spare Time Sanghyun Hong Michael Davinroy Yigitcan Kaya Dana Dachman-Soled Tudor Dumitras 25 36 0 17 Feb 2020
SpecuSym: Speculative Symbolic Execution for Cache Timing Leak Detection Shengjian Guo Yueqi Chen Peng Li Yueqiang Cheng Huibo Wang Meng Wu Zhiqiang Zuo 18 48 0 04 Nov 2019
A framework for the extraction of Deep Neural Networks by leveraging public data Soham Pal Yash Gupta Aditya Shukla Aditya Kanade S. Shevade V. Ganapathy FedML MLAU MIACV 19 56 0 22 May 2019
QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks Faiq Khalid Hassan Ali Hammad Tariq Muhammad Abdullah Hanif Semeen Rehman Rehan Ahmed Muhammad Shafique AAML MQ 16 37 0 04 Nov 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016