Quantization Backdoors to Deep Learning Commercial Frameworks

Quantization Backdoors to Deep Learning Commercial Frameworks

20 August 2021

Papers citing "Quantization Backdoors to Deep Learning Commercial Frameworks"

16 / 16 papers shown

Title
Large Language Models Can Verbatim Reproduce Long Malicious Sequences Sharon Lin Krishnamurthy Dvijotham Jamie Hayes Chongyang Shi Ilia Shumailov Shuang Song AAML 44 0 0 21 Mar 2025
Locking Machine Learning Models into Hardware Eleanor Clifford Adhithya Saravanan Harry Langford Cheng Zhang Yiren Zhao Robert D. Mullins Ilia Shumailov Jamie Hayes 28 0 0 31 May 2024
Exploiting LLM Quantization Kazuki Egashira Mark Vero Robin Staab Jingxuan He Martin Vechev MQ 27 12 0 28 May 2024
Interactive Simulations of Backdoors in Neural Networks Peter Bajcsy Maxime Bros 33 0 0 21 May 2024
Nearest is Not Dearest: Towards Practical Defense against Quantization-conditioned Backdoor Attacks Boheng Li Yishuo Cai Haowei Li Feng Xue Zhifeng Li Yiming Li MQ AAML 27 20 0 21 May 2024
BELT: Old-School Backdoor Attacks can Evade the State-of-the-Art Defense with Backdoor Exclusivity Lifting Huming Qiu Junjie Sun Mi Zhang Xudong Pan Min Yang AAML 34 4 0 08 Dec 2023
A Survey on Federated Unlearning: Challenges, Methods, and Future Directions Ziyao Liu Yu Jiang Jiyuan Shen Minyi Peng Kwok-Yan Lam Xingliang Yuan Xiaoning Liu MU 28 44 0 31 Oct 2023
A Comparative Study of Machine Learning Algorithms for Anomaly Detection in Industrial Environments: Performance and Environmental Impact Álvaro Huertas-García Carlos Martí-González Rubén García Maezo Alejandro Echeverría Rey 22 3 0 01 Jul 2023
Mind Your Heart: Stealthy Backdoor Attack on Dynamic Deep Neural Network in Edge Computing Tian Dong Ziyuan Zhang Han Qiu Tianwei Zhang Hewu Li T. Wang AAML 26 6 0 22 Dec 2022
Augmentation Backdoors J. Rance Yiren Zhao Ilia Shumailov Robert D. Mullins AAML SILM 53 7 0 29 Sep 2022
Towards A Critical Evaluation of Robustness for Deep Learning Backdoor Countermeasures Huming Qiu Hua Ma Zhi-Li Zhang A. Abuadbba Wei Kang Anmin Fu Yansong Gao ELM AAML 18 15 0 13 Apr 2022
Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes Sanghyun Hong Michael-Andrei Panaitescu-Liess Yigitcan Kaya Tudor Dumitras MQ 52 13 0 26 Oct 2021
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems R. David Jared Duke Advait Jain Vijay Janapa Reddi Nat Jeffries ... Meghna Natraj Shlomi Regev Rocky Rhodes Tiezhen Wang Pete Warden 107 465 0 17 Oct 2020
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 43 586 0 17 Jul 2020
Backdooring and Poisoning Neural Networks with Image-Scaling Attacks Erwin Quiring Konrad Rieck AAML 48 70 0 19 Mar 2020
Model-Reuse Attacks on Deep Learning Systems Yujie Ji Xinyang Zhang S. Ji Xiapu Luo Ting Wang SILM AAML 134 186 0 02 Dec 2018