The Dark Side: Security Concerns in Machine Learning for EDA

20 March 2022

Yiran Chen

Papers citing "The Dark Side: Security Concerns in Machine Learning for EDA"

22 / 22 papers shown

Title
Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data Jingyu Pan Chen-Chia Chang Zhiyao Xie Ang Li Minxue Tang Tunhou Zhang Jiangkun Hu Yiran Chen FedML 31 8 0 30 Mar 2022
Machine Learning for Electronic Design Automation: A Survey Guyue Huang Jingbo Hu Yifan He Jialong Liu Mingyuan Ma ... Yuzhe Ma Haoyu Yang Bei Yu Huazhong Yang Yu Wang 61 236 0 10 Jan 2021
Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation Zhiyao Xie Rongjian Liang Xiaoqing Xu Jiang Hu Yixiao Duan Yiran Chen 31 40 0 27 Nov 2020
PowerNet: Transferable Dynamic IR Drop Estimation via Maximum Convolutional Neural Network Zhiyao Xie Haoxing Ren Brucek Khailany Ye Sheng Santosh Santosh Jiang Hu Yiran Chen 25 72 0 26 Nov 2020
FIST: A Feature-Importance Sampling and Tree-Based Method for Automatic Design Flow Parameter Tuning Zhiyao Xie Guan-Qi Fang Yu-Hung Huang Haoxing Ren Yanqing Zhang Brucek Khailany Shao-Yun Fang Jiang Hu Yiran Chen Erick Carvajal Barboza TPM 28 31 0 26 Nov 2020
A general approach for identifying hierarchical symmetry constraints for analog circuit layout K. Kunal Jitesh Poojary Tonmoy Dhar Meghna Madhusudan R. Harjani S. Sapatnekar 40 45 0 30 Sep 2020
GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning Hanrui Wang Kuan-Chieh Wang Jiacheng Yang Linxiao Shen Nan Sun Hae-Seung Lee Song Han GNN 63 240 0 30 Apr 2020
Bias Busters: Robustifying DL-based Lithographic Hotspot Detectors Against Backdooring Attacks Kang Liu Benjamin Tan Gaurav Rajavendra Reddy S. Garg Yiorgos Makris Ramesh Karri AAML 37 9 0 26 Apr 2020
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion Hongxu Yin Pavlo Molchanov Zhizhong Li J. Álvarez Arun Mallya Derek Hoiem N. Jha Jan Kautz 69 565 0 18 Dec 2019
DRiLLS: Deep Reinforcement Learning for Logic Synthesis Abdelrahman I. Hosny S. Hashemi M. Shalan Sherief Reda 86 113 0 11 Nov 2019
Pyramid: Machine Learning Framework to Estimate the Optimal Timing and Resource Usage of a High-Level Synthesis Design Hosein Mohammadi Makrani Farnoud Farahmand Hossein Sayadi Sara Bondi Sai Manoj P D Liang Zhao Avesta Sasan Houman Homayoun S. Rafatirad 33 72 0 29 Jul 2019
BagNet: Berkeley Analog Generator with Layout Optimizer Boosted with Deep Neural Networks Kourosh Hakhamaneshi Nick Werblun Pieter Abbeel Vladimir M. Stojanović 32 62 0 23 Jul 2019
Adversarial Examples Are Not Bugs, They Are Features Andrew Ilyas Shibani Santurkar Dimitris Tsipras Logan Engstrom Brandon Tran Aleksander Madry SILM 91 1,843 0 06 May 2019
Robustness via curvature regularization, and vice versa Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi J. Uesato P. Frossard AAML 77 319 0 23 Nov 2018
Developing Synthesis Flows Without Human Knowledge Cunxi Yu Houping Xiao G. Micheli 52 89 0 16 Apr 2018
The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks Nicholas Carlini Chang-rui Liu Ulfar Erlingsson Jernej Kos Basel Alomair 144 1,143 0 22 Feb 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 310 12,117 0 19 Jun 2017
Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning Briland Hitaj G. Ateniese Fernando Perez-Cruz FedML 120 1,404 0 24 Feb 2017
Stealing Machine Learning Models via Prediction APIs Florian Tramèr Fan Zhang Ari Juels Michael K. Reiter Thomas Ristenpart SILM MLAU 107 1,807 0 09 Sep 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,486 0 17 Feb 2016
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,328 0 11 Feb 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 280 19,066 0 20 Dec 2014