Cryptanalytic Extraction of Neural Network Models

10 March 2020

Papers citing "Cryptanalytic Extraction of Neural Network Models"

50 / 90 papers shown

Title
Examining the Threat Landscape: Foundation Models and Model Stealing Ankita Raj Deepankar Varma Chetan Arora AAML 251 1 0 25 Feb 2025
A Hard-Label Cryptanalytic Extraction of Non-Fully Connected Deep Neural Networks using Side-Channel Attacks Benoît Coqueret Mathieu Carbone Olivier Sentieys Gabriel Zaid AAML MLAU 65 0 0 15 Nov 2024
Polynomial Time Cryptanalytic Extraction of Deep Neural Networks in the Hard-Label Setting Nicholas Carlini J. Chávez-Saab Anna Hambitzer Francisco Rodríguez-Henríquez Adi Shamir AAML 53 1 0 08 Oct 2024
Understanding Data Importance in Machine Learning Attacks: Does Valuable Data Pose Greater Harm? Rui Wen Michael Backes Yang Zhang TDI AAML 63 2 0 05 Sep 2024
Beyond Slow Signs in High-fidelity Model Extraction Hanna Foerster Robert D. Mullins Ilia Shumailov Jamie Hayes AAML 90 1 0 14 Jun 2024
AI Risk Management Should Incorporate Both Safety and Security Xiangyu Qi Yangsibo Huang Yi Zeng Edoardo Debenedetti Jonas Geiping ... Chaowei Xiao Yue Liu Dawn Song Peter Henderson Prateek Mittal AAML 78 12 0 29 May 2024
Privacy Backdoors: Stealing Data with Corrupted Pretrained Models Shanglun Feng Florian Tramèr SILM 75 16 0 30 Mar 2024
Stealing Part of a Production Language Model Nicholas Carlini Daniel Paleka Krishnamurthy Dvijotham Thomas Steinke Jonathan Hayase ... Arthur Conmy Itay Yona Eric Wallace David Rolnick Florian Tramèr MLAU AAML 49 81 0 11 Mar 2024
Amplifying Training Data Exposure through Fine-Tuning with Pseudo-Labeled Memberships Myung Gyo Oh Hong Eun Ahn L. Park T.-H. Kwon MIALM AAML 72 0 0 19 Feb 2024
Unraveling Attacks in Machine Learning-based IoT Ecosystems: A Survey and the Open Libraries Behind Them Chao-Jung Liu Boxi Chen Wei Shao Chris Zhang Kelvin Wong Yi Zhang 67 3 0 22 Jan 2024
Reverse Engineering Deep ReLU Networks An Optimization-based Algorithm Mehrab Hamidi 24 0 0 07 Dec 2023
Like an Open Book? Read Neural Network Architecture with Simple Power Analysis on 32-bit Microcontrollers Raphael Joud Pierre-Alain Moëllic S. Pontié J. Rigaud 47 4 0 02 Nov 2023
MIST: Defending Against Membership Inference Attacks Through Membership-Invariant Subspace Training Jiacheng Li Ninghui Li Bruno Ribeiro 71 3 0 02 Nov 2023
SecurityNet: Assessing Machine Learning Vulnerabilities on Public Models Boyang Zhang Zheng Li Ziqing Yang Xinlei He Michael Backes Mario Fritz Yang Zhang 61 6 0 19 Oct 2023
Polynomial Time Cryptanalytic Extraction of Neural Network Models Adi Shamir Isaac Canales-Martínez Anna Hambitzer J. Chávez-Saab Francisco Rodríguez-Henríquez Nitin Satpute AAML MLAU 88 13 0 12 Oct 2023
Beyond Labeling Oracles: What does it mean to steal ML models? Avital Shafran Ilia Shumailov Murat A. Erdogdu Nicolas Papernot AAML 61 4 0 03 Oct 2023
DeepTheft: Stealing DNN Model Architectures through Power Side Channel Yansong Gao Huming Qiu Zhi-Li Zhang Binghui Wang Hua Ma A. Abuadbba Minhui Xue Anmin Fu Surya Nepal MLAU FedML 55 13 0 21 Sep 2023
Fault Injection and Safe-Error Attack for Extraction of Embedded Neural Network Models Kevin Hector Pierre-Alain Moëllic Mathieu Dumont J. Dutertre SILM MIACV 57 5 0 31 Aug 2023
Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems Debopam Sanyal Jui-Tse Hung Manavi Agrawal Prahlad Jasti Shahab Nikkhoo S. Jha Tianhao Wang Sibin Mohan Alexey Tumanov 68 0 0 03 Jul 2023
Hidden symmetries of ReLU networks J. E. Grigsby Kathryn A. Lindsey David Rolnick 46 22 0 09 Jun 2023
Expand-and-Cluster: Parameter Recovery of Neural Networks Flavio Martinelli Berfin Simsek W. Gerstner Johanni Brea 82 5 0 25 Apr 2023
GrOVe: Ownership Verification of Graph Neural Networks using Embeddings Asim Waheed Vasisht Duddu Nadarajah Asokan 66 10 0 17 Apr 2023
False Claims against Model Ownership Resolution Jian Liu Rui Zhang S. Szyller Kui Ren Nirmal Asokan AAML MLAU 61 12 0 13 Apr 2023
EZClone: Improving DNN Model Extraction Attack via Shape Distillation from GPU Execution Profiles Jonah O'Brien Weiss Tiago A. O. Alves S. Kundu MIACV AAML FedML 52 8 0 06 Apr 2023
A Plot is Worth a Thousand Words: Model Information Stealing Attacks via Scientific Plots Boyang Zhang Xinlei He Yun Shen Tianhao Wang Yang Zhang AAML 68 3 0 23 Feb 2023
Feature-Space Bayesian Adversarial Learning Improved Malware Detector Robustness Bao Gia Doan Shuiqiao Yang Paul Montague O. Vel Tamas Abraham S. Çamtepe S. Kanhere Ehsan Abbasnejad Damith C. Ranasinghe OOD AAML 58 8 0 30 Jan 2023
A Practical Introduction to Side-Channel Extraction of Deep Neural Network Parameters Raphael Joud Pierre-Alain Moëllic S. Pontié J. Rigaud AAML MIACV MLAU 49 13 0 10 Nov 2022
Preprocessors Matter! Realistic Decision-Based Attacks on Machine Learning Systems Chawin Sitawarin Florian Tramèr Nicholas Carlini AAML 92 8 0 07 Oct 2022
SEEK: model extraction attack against hybrid secure inference protocols Si-Quan Chen Junfeng Fan MIACV 37 2 0 14 Sep 2022
Privacy of Autonomous Vehicles: Risks, Protection Methods, and Future Directions Chulin Xie Zhong Cao Yunhui Long Diange Yang Ding Zhao Yue Liu 48 4 0 08 Sep 2022
HWGN2: Side-channel Protected Neural Networks through Secure and Private Function Evaluation Mohammad J. Hashemi Steffi Roy Domenic Forte F. Ganji AAML 46 2 0 07 Aug 2022
Conflicting Interactions Among Protection Mechanisms for Machine Learning Models S. Szyller Nadarajah Asokan AAML 43 7 0 05 Jul 2022
Matryoshka: Stealing Functionality of Private ML Data by Hiding Models in Model Xudong Pan Yifan Yan Sheng Zhang Mi Zhang Min Yang 58 1 0 29 Jun 2022
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences Daryna Oliynyk Rudolf Mayer Andreas Rauber 88 110 0 16 Jun 2022
Reconstructing Training Data from Trained Neural Networks Niv Haim Gal Vardi Gilad Yehudai Ohad Shamir Michal Irani 73 138 0 15 Jun 2022
Local Identifiability of Deep ReLU Neural Networks: the Theory Joachim Bona-Pellissier Franccois Malgouyres François Bachoc FAtt 78 6 0 15 Jun 2022
Fusion: Efficient and Secure Inference Resilient to Malicious Servers Caiqin Dong Jian Weng Jia-Nan Liu Yue Zhang Yao Tong Anjia Yang Yudan Cheng Shun Hu 42 16 0 06 May 2022
One Picture is Worth a Thousand Words: A New Wallet Recovery Process H. Chabanne Vincent Despiegel Linda Guiga 41 0 0 05 May 2022
Stealing and Evading Malware Classifiers and Antivirus at Low False Positive Conditions M. Rigaki Sebastian Garcia AAML 43 11 0 13 Apr 2022
Split HE: Fast Secure Inference Combining Split Learning and Homomorphic Encryption George-Liviu Pereteanu A. Alansary Jonathan Passerat-Palmbach FedML 56 21 0 27 Feb 2022
Fingerprinting Deep Neural Networks Globally via Universal Adversarial Perturbations Zirui Peng Shaofeng Li Guoxing Chen Cheng Zhang Haojin Zhu Minhui Xue AAML FedML 55 68 0 17 Feb 2022
StolenEncoder: Stealing Pre-trained Encoders in Self-supervised Learning Yupei Liu Jinyuan Jia Hongbin Liu Neil Zhenqiang Gong MIACV 51 26 0 15 Jan 2022
Parameter identifiability of a deep feedforward ReLU neural network Joachim Bona-Pellissier François Bachoc François Malgouyres 64 15 0 24 Dec 2021
Model Stealing Attacks Against Inductive Graph Neural Networks Yun Shen Xinlei He Yufei Han Yang Zhang 73 64 0 15 Dec 2021
Copy, Right? A Testing Framework for Copyright Protection of Deep Learning Models Jialuo Chen Jingyi Wang Tinglan Peng Youcheng Sun Peng Cheng S. Ji Xingjun Ma Yue Liu D. Song AAML 67 63 0 10 Dec 2021
On the Security & Privacy in Federated Learning Gorka Abad S. Picek Víctor Julio Ramírez-Durán A. Urbieta 67 11 0 10 Dec 2021
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems Bao Gia Doan Minhui Xue Shiqing Ma Ehsan Abbasnejad Damith C. Ranasinghe AAML 70 54 0 19 Nov 2021
Efficiently Learning Any One Hidden Layer ReLU Network From Queries Sitan Chen Adam R. Klivans Raghu Meka MLAU MLT 80 8 0 08 Nov 2021
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories Adnan Siraj Rakin Md Hafizul Islam Chowdhuryy Fan Yao Deliang Fan AAML MIACV 65 113 0 08 Nov 2021
10 Security and Privacy Problems in Large Foundation Models Jinyuan Jia Hongbin Liu Neil Zhenqiang Gong 42 7 0 28 Oct 2021