adversarial examples paper

Mischief: A Simple Black-Box Attack Against Transformer Architectures. Jacks of All Trades, Masters Of None: Addressing Distributional Shift and Obtrusiveness via Transparent Patch Attacks. Transferability of Adversarial Examples to Attack Cloud-based Image Classifier Service. On Extensions of CLEVER: A Neural Network Robustness Evaluation Algorithm. (86%), Adversarial Evaluation of Multimodal Models under Realistic Gray Box Assumption. Adaptive Spatial Steganography Based on Probability-Controlled Adversarial Examples. Adversarial Machine Learning in Network Intrusion Detection Systems. This gives arguments for using randomization, and leads us to a simple method for building randomized classifiers that are robust to state-or-the-art adversarial attacks. Achieving Generalizable Robustness of Deep Neural Networks by Stability Training. MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking. Towards Resistant Audio Adversarial Examples. 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Johnson, Eirini Anthi; Lowri Williams; Matilda Rhode; Pete Burnap; Adam Wedgbury, Rémi Bernhard; Pierre-Alain Moellic; Jean-Max Dutertre, Haidong Xie; Xueshuang Xiang; Naijin Liu; Bin Dong, Haidong Xie; Lixin Qian; Xueshuang Xiang; Naijin Liu, Ivan Y. Tyukin; Desmond J. Higham; Alexander N. Gorban, Hongjun Wang; Guangrun Wang; Ya Li; Dongyu Zhang; Liang Lin, Stefano Calzavara; Claudio Lucchese; Federico Marcuzzi; Salvatore Orlando, Jiguo Li; Xinfeng Zhang; Jizheng Xu; Li Zhang; Yue Wang; Siwei Ma; Wen Gao, Jiguo Li; Xinfeng Zhang; Chuanmin Jia; Jizheng Xu; Li Zhang; Yue Wang; Siwei Ma; Wen Gao, Avery Ma; Fartash Faghri; Amir-massoud Farahmand, Sravanti Addepalli; Vivek B. S.; Arya Baburaj; Gaurang Sriramanan; R. Venkatesh Babu, James Tu; Mengye Ren; Siva Manivasagam; Ming Liang; Bin Yang; Richard Du; Frank Cheng; Raquel Urtasun, Chendi Rao; Jiezhang Cao; Runhao Zeng; Qi Chen; Huazhu Fu; Yanwu Xu; Mingkui Tan, Chao-Han Huck Yang; Jun Qi; Pin-Yu Chen; Xiaoli Ma; Chin-Hui Lee, Samuel Harford; Fazle Karim; Houshang Darabi, Amirreza Shaeiri; Rozhin Nobahari; Mohammad Hossein Rohban, Luca Demetrio; Battista Biggio; Giovanni Lagorio; Fabio Roli; Alessandro Armando, Tianlong Chen; Sijia Liu; Shiyu Chang; Yu Cheng; Lisa Amini; Zhangyang Wang, Mingyi Zhou; Jing Wu; Yipeng Liu; Shuaicheng Liu; Ce Zhu, Mingyi Zhou; Jing Wu; Yipeng Liu; Shuaicheng Liu; Xiang Zhang; Ce Zhu, Zain Khan; Jirong Yi; Raghu Mudumbai; Xiaodong Wu; Weiyu Xu, Bowen Zhang; Benedetta Tondi; Xixiang Lv; Mauro Barni, Alejandro Barredo-Arrieta; Ser Javier Del, Luan Nguyen; Sunpreet S. Arora; Yuhang Wu; Hao Yang, Christopher M. Bender; Yang Li; Yifeng Shi; Michael K. Reiter; Junier B. Oliva, Ziqi Zhang; Xinge Zhu; Yingwei Li; Xiangqun Chen; Yao Guo, Saima Sharmin; Nitin Rathi; Priyadarshini Panda; Kaushik Roy, Witold Oleszkiewicz; Taro Makino; Stanisław Jastrzębski; Tomasz Trzciński; Linda Moy; Kyunghyun Cho; Laura Heacock; Krzysztof J. Geras, Feiyang Cai; Jiani Li; Xenofon Koutsoukos, Bin Yan; Dong Wang; Huchuan Lu; Xiaoyun Yang, Qinkai Zheng; Han Qiu; Gerard Memmi; Isabelle Bloch, Yuxuan Du; Min-Hsiu Hsieh; Tongliang Liu; Dacheng Tao; Nana Liu, Maximilian Augustin; Alexander Meinke; Matthias Hein, Chuhan Gao; Varun Chandrasekaran; Kassem Fawaz; Somesh Jha, Huan Zhang; Hongge Chen; Chaowei Xiao; Bo Li; Mingyan Liu; Duane Boning; Cho-Jui Hsieh, Christian Berghoff; Matthias Neu; Twickel Arndt von, Chawin Sitawarin; Supriyo Chakraborty; David Wagner, Songan Zhang; Huei Peng; Subramanya Nageshrao; H. Eric Tseng, Xiao Yang; Yinpeng Dong; Tianyu Pang; Jun Zhu; Hang Su, Saikiran Bulusu; Bhavya Kailkhura; Bo Li; Pramod K. Varshney; Dawn Song, Yiming Li; Baoyuan Wu; Yan Feng; Yanbo Fan; Yong Jiang; Zhifeng Li; Shutao Xia, Puneet Mangla; Vedant Singh; Shreyas Jayant Havaldar; Vineeth N Balasubramanian, Ping-Yeh Chiang; Renkun Ni; Ahmed Abdelkader; Chen Zhu; Christoph Studer; Tom Goldstein, Ali Rahmati; Seyed-Mohsen Moosavi-Dezfooli; Pascal Frossard; Huaiyu Dai, Benjamin A. Miller; Mustafa Çamurcu; Alexander J. Gomez; Kevin Chan; Tina Eliassi-Rad, Raaghavi Sivaguru; Jonathan Peck; Femi Olumofin; Anderson Nascimento; Cock Martine De, Mohammadreza Salehi; Atrin Arya; Barbod Pajoum; Mohammad Otoofi; Amirreza Shaeiri; Mohammad Hossein Rohban; Hamid R. Rabiee, Jiangnan Li; Yingyuan Yang; Jinyuan Stella Sun; Kevin Tomsovic; Hairong Qi, Richard Tran; David Patrick; Michael Geyer; Amanda Fernandez, Nicholas Carlini; Matthew Jagielski; Ilya Mironov, Liang Chen; Jintang Li; Jiaying Peng; Tao Xie; Zengxu Cao; Kun Xu; Xiangnan He; Zibin Zheng, Remi Tachet des Combes; Han Zhao; Yu-Xiang Wang; Geoff Gordon, David Marco Sommer; Liwei Song; Sameer Wagh; Prateek Mittal, Yankun Ren; Jianbin Lin; Siliang Tang; Jun Zhou; Shuang Yang; Yuan Qi; Xiang Ren, Ivan Fursov; Alexey Zaytsev; Nikita Kluchnikov; Andrey Kravchenko; Evgeny Burnaev, Sanghyuk Chun; Seong Joon Oh; Sangdoo Yun; Dongyoon Han; Junsuk Choe; Youngjoon Yoo, Jieyu Lin; Kristina Dzeparoska; Sai Qian Zhang; Alberto Leon-Garcia; Nicolas Papernot, Raphaël Dang-Nhu; Gagandeep Singh; Pavol Bielik; Martin Vechev, Ranjie Duan; Xingjun Ma; Yisen Wang; James Bailey; A. K. Qin; Yun Yang, Siqi Liu; Arnaud Arindra Adiyoso Setio; Florin C. Ghesu; Eli Gibson; Sasa Grbic; Bogdan Georgescu; Dorin Comaniciu, Ahmed Salem; Rui Wen; Michael Backes; Shiqing Ma; Yang Zhang, Liyuan Wang; Bo Lei; Qian Li; Hang Su; Jun Zhu; Yi Zhong, Haibin Wu; Songxiang Liu; Helen Meng; Hung-yi Lee, Wei Song; Xuezixiang Li; Sadia Afroz; Deepali Garg; Dmitry Kuznetsov; Heng Yin, Bai Li; Shiqi Wang; Yunhan Jia; Yantao Lu; Zhenyu Zhong; Lawrence Carin; Suman Jana, Jiyi Zhang; Ee-Chien Chang; Hwee Kuan Lee, Yao-Yuan Yang; Cyrus Rashtchian; Hongyang Zhang; Ruslan Salakhutdinov; Kamalika Chaudhuri, Yi Xie; Cong Shi; Zhuohang Li; Jian Liu; Yingying Chen; Bo Yuan, Evgenii Zheltonozhskii; Chaim Baskin; Yaniv Nemcovsky; Brian Chmiel; Avi Mendelson; Alex M. Bronstein, Hadi Salman; Mingjie Sun; Greg Yang; Ashish Kapoor; J. Zico Kolter, Igor Buzhinsky; Arseny Nerinovsky; Stavros Tripakis, Yue Gao; Harrison Rosenberg; Kassem Fawaz; Somesh Jha; Justin Hsu, Chengjin Sun; Sizhe Chen; Jia Cai; Xiaolin Huang, Jeet Lily Mohapatra; Ching-Yun Lily Ko; Lily Tsui-Wei; Weng; Sijia Liu; Pin-Yu Chen; Luca Daniel, ZhaoXin Huan; Yulong Wang; Xiaolu Zhang; Lin Shang; Chilin Fu; Jun Zhou, Ahmadreza Jeddi; Mohammad Javad Shafiee; Michelle Karg; Christian Scharfenberger; Alexander Wong, Amir Mahdi Sadeghzadeh; Rasool Jalili; Saeed Shiravi, Wei Jin; Yaxin Li; Han Xu; Yiqi Wang; Jiliang Tang, Xiao Zhang; Jinghui Chen; Quanquan Gu; David Evans, Zhuolin Yang; Zhikuan Zhao; Hengzhi Pei; Boxin Wang; Bojan Karlas; Ji Liu; Heng Guo; Bo Li; Ce Zhang, Seungju Cho; Tae Joon Jun; Mingu Kang; Daeyoung Kim, Lichao Sun; Kazuma Hashimoto; Wenpeng Yin; Akari Asai; Jia Li; Philip Yu; Caiming Xiong, Marius Arvinte; Ahmed Tewfik; Sriram Vishwanath, Marc Fischer; Maximilian Baader; Martin Vechev, Linyi Li; Maurice Weber; Xiaojun Xu; Luka Rimanic; Tao Xie; Ce Zhang; Bo Li, Yue Zhao; Yuwei Wu; Caihua Chen; Andrew Lim, Rafael Pinot; Raphael Ettedgui; Geovani Rizk; Yann Chevaleyre; Jamal Atif, Jinyin Chen; Yixian Chen; Haibin Zheng; Shijing Shen; Shanqing Yu; Dan Zhang; Qi Xuan, Yu Zhang; Gongbo Liang; Tawfiq Salem; Nathan Jacobs, Aditi Raghunathan; Sang Michael Xie; Fanny Yang; John Duchi; Percy Liang, Kaidi Xu; Sijia Liu; Pin-Yu Chen; Mengshu Sun; Caiwen Ding; Bhavya Kailkhura; Xue Lin, Jingfeng Zhang; Xilie Xu; Bo Han; Gang Niu; Lizhen Cui; Masashi Sugiyama; Mohan Kankanhalli, Mo Zhou; Zhenxing Niu; Le Wang; Qilin Zhang; Gang Hua, Camilo Pestana; Naveed Akhtar; Wei Liu; David Glance; Ajmal Mian, Adel Javanmard; Mahdi Soltanolkotabi; Hamed Hassani, Vikash Sehwag; Shiqi Wang; Prateek Mittal; Suman Jana, Qing Liu; Jiajia Guo; Chao-Kai Wen; Shi Jin, Ting-Kuei Hu; Tianlong Chen; Haotao Wang; Zhangyang Wang, Yiannis Kantaros; Taylor Carpenter; Sangdon Park; Radoslav Ivanov; Sooyong Jang; Insup Lee; James Weimer, Kirthi Shankar Sivamani; Rajeev Sahay; Aly El Gamal, Ziwen He; Wei Wang; Jing Dong; Tieniu Tan, Guanxiong Liu; Issa Khalil; Abdallah Khreishah, Can Bakiskan; Soorya Gopalakrishnan; Metehan Cekic; Upamanyu Madhow; Ramtin Pedarsani, Sharon Qian; Dimitris Kalimeris; Gal Kaplun; Yaron Singer, Scott Freitas; Shang-Tse Chen; Zijie J. Wang; Duen Horng Chau, Yuhao Zhang; Aws Albarghouthi; Loris D'Antoni, Dinghuai Zhang; Mao Ye; Chengyue Gong; Zhanxing Zhu; Qiang Liu, Micah Goldblum; Avi Schwarzschild; Ankit B. Patel; Tom Goldstein, Chao-Han Huck Yang; Jun Qi; Pin-Yu Chen; Yi Ouyang; I-Te Danny Hung; Chin-Hui Lee; Xiaoli Ma, Motasem Alfarra; Adel Bibi; Hasan Hammoud; Mohamed Gaafar; Bernard Ghanem, Ilia Shumailov; Yiren Zhao; Robert Mullins; Ross Anderson, Tianyu Pang; Xiao Yang; Yinpeng Dong; Kun Xu; Hang Su; Jun Zhu, Serena Booth; Yilun Zhou; Ankit Shah; Julie Shah, Xiao Wang; Siyue Wang; Pin-Yu Chen; Xue Lin; Peter Chin, Aritran Piplai; Sai Sree Laya Chukkapalli; Anupam Joshi, Florian Tramer; Nicholas Carlini; Wieland Brendel; Aleksander Madry, Greg Yang; Tony Duan; J. Edward Hu; Hadi Salman; Ilya Razenshteyn; Jerry Li, Yao Qin; Nicholas Frosst; Colin Raffel; Garrison Cottrell; Geoffrey Hinton, Pu Zhao; Pin-Yu Chen; Siyue Wang; Xue Lin, Pamela K. Douglas; Farzad Vasheghani Farahani, Teodora Baluta; Zheng Leong Chua; Kuldeep S. Meel; Prateek Saxena, Ryan Feng; Jiefeng Chen; Nelson Manohar; Earlence Fernandes; Somesh Jha; Atul Prakash, Minhao Cheng; Qi Lei; Pin-Yu Chen; Inderjit Dhillon; Cho-Jui Hsieh, Hisaichi Shibata; Shouhei Hanaoka; Yukihiro Nomura; Naoto Hayashi; Osamu Abe, Ziwei Guan; Kaiyi Ji; Donald J Jr Bucci; Timothy Y Hu; Joseph Palombo; Michael Liston; Yingbin Liang, Huijie Feng; Chunpeng Wu; Guoyang Chen; Weifeng Zhang; Yang Ning, Yi Zhang; Orestis Plevrakis; Simon S. Du; Xingguo Li; Zhao Song; Sanjeev Arora, Johannes Welbl; Pasquale Minervini; Max Bartolo; Pontus Stenetorp; Sebastian Riedel, Milad Nasr; Alireza Bahramali; Amir Houmansadr, Dongxian Wu; Yisen Wang; Shu-Tao Xia; James Bailey; Xingjun Ma, Yinpeng Dong; Zhijie Deng; Tianyu Pang; Hang Su; Jun Zhu, Victor Akinwande; Celia Cintas; Skyler Speakman; Srihari Sridharan, Florian Tramèr; Jens Behrmann; Nicholas Carlini; Nicolas Papernot; Jörn-Henrik Jacobsen, Ginevra Carbone; Matthew Wicker; Luca Laurenti; Andrea Patane; Luca Bortolussi; Guido Sanguinetti, Sidharth Gupta; Parijat Dube; Ashish Verma, Lin Chen; Yifei Min; Mingrui Zhang; Amin Karbasi, Prithviraj Dasgupta; Joseph B. Collins; Michael McCarrick, Yingdong Hu; Liang Zhang; Wei Shan; Xiaoxiao Qin; Jing Qi; Zhenzhou Wu; Yang Yuan, Zac Cranko; Zhan Shi; Xinhua Zhang; Richard Nock; Simon Kornblith, Jiangchao Liu; Liqian Chen; Antoine Mine; Ji Wang, Qing Guo; Felix Juefei-Xu; Xiaofei Xie; Lei Ma; Jian Wang; Bing Yu; Wei Feng; Yang Liu, Paarth Neekhara; Shehzeen Hussain; Malhar Jere; Farinaz Koushanfar; Julian McAuley, Jinyuan Jia; Binghui Wang; Xiaoyu Cao; Neil Zhenqiang Gong, Avrim Blum; Travis Dick; Naren Manoj; Hongyang Zhang, Aounon Kumar; Alexander Levine; Tom Goldstein; Soheil Feizi, Ting-Wu Chin; Cha Zhang; Diana Marculescu, Goutham Ramakrishnan; Jordan Henkel; Zi Wang; Aws Albarghouthi; Somesh Jha; Thomas Reps, Hasan Ferit Eniser; Maria Christakis; Valentin Wüstholz, Meet P. Vadera; Satya Narayan Shukla; Brian Jalaian; Benjamin M. Marlin, Youcheng Sun; Yifan Zhou; Simon Maskell; James Sharp; Xiaowei Huang, Yao Deng; Xi Zheng; Tianyi Zhang; Chen Chen; Guannan Lou; Miryung Kim, Tao Bai; Jun Zhao; Jinlin Zhu; Shoudong Han; Jiefeng Chen; Bo Li, David Mickisch; Felix Assion; Florens Greßner; Wiebke Günther; Mariele Motta, Qi Xuan; Yalu Shan; Jinhuan Wang; Zhongyuan Ruan; Guanrong Chen, Shuo Wang; Tianle Chen; Surya Nepal; Carsten Rudolph; Marthie Grobler; Shangyu Chen, Yang Lu; Wenbo Guo; Xinyu Xing; William Stafford Noble, Zifei Zhang; Kai Qiao; Lingyun Jiang; Linyuan Wang; Bin Yan, Kendra Albert; Jonathon Penney; Bruce Schneier; Ram Shankar Siva Kumar, Xiao Zhang; Dongrui Wu; Lieyun Ding; Hanbin Luo; Chin-Teng Lin; Tzyy-Ping Jung; Ricardo Chavarriaga, Shitong Zhu; Zhongjie Wang; Xun Chen; Shasha Li; Umar Iqbal; Zhiyun Qian; Kevin S. Chan; Srikanth V. Krishnamurthy; Zubair Shafiq, Scott Freitas; Andrew Wicker; Duen Horng Chau; Joshua Neil, Adil Kaan Akan; Mehmet Ali Genc; Fatos T. Yarman Vural, Yigit Alparslan; Ken Alparslan; Jeremy Keim-Shenk; Shweta Khade; Rachel Greenstadt, Jean-Christophe OBELIX Burnel; Kilian OBELIX Fatras; Nicolas OBELIX Courty, Yihao Huang; Felix Juefei-Xu; Run Wang; Xiaofei Xie; Lei Ma; Jianwen Li; Weikai Miao; Yang Liu; Geguang Pu, Inaam Ilahi; Muhammad Usama; Junaid Qadir; Muhammad Umar Janjua; Ala Al-Fuqaha; Dinh Thai Hoang; Dusit Niyato, Rehana Mahfuz; Rajeev Sahay; Aly El Gamal, Ning Yu; Zachary Tuttle; Carl Jake Thurnau; Emmanuel Mireku, Kelei Cao; Mengchen Liu; Hang Su; Jing Wu; Jun Zhu; Shixia Liu, Yalin E. Sagduyu; Yi Shi; Tugba Erpek; William Headley; Bryse Flowers; George Stantchev; Zhuo Lu, Bo Zhang; Ruotong Yu; Haipei Sun; Yanying Li; Jun Xu; Hui Wang, Ya-guan Qian; Xi-Ming Zhang; Bin Wang; Wei Li; Jian-Hai Chen; Wu-Jie Zhou; Jing-Sheng Lei, Jia Li; Honglei Zhang; Zhichao Han; Yu Rong; Hong Cheng; Junzhou Huang, Jesse Sun; Fatemeh Darbeha; Mark Zaidi; Bo Wang, Adnan Qayyum; Junaid Qadir; Muhammad Bilal; Ala Al-Fuqaha, Kihyuk Sohn; David Berthelot; Chun-Liang Li; Zizhao Zhang; Nicholas Carlini; Ekin D. Cubuk; Alex Kurakin; Han Zhang; Colin Raffel, Sizhe Chen; Peidong Zhang; Chengjin Sun; Jia Cai; Xiaolin Huang, Ying Xu; Xu Zhong; Antonio Jose Jimeno Yepes; Jey Han Lau, Antoine Delplace; Sheryl Hermoso; Kristofer Anandita, Farnaz Behnia; Ali Mirzaeian; Mohammad Sabokrou; Sai Manoj; Tinoosh Mohsenin; Khaled N. Khasawneh; Liang Zhao; Houman Homayoun; Avesta Sasan, Harshitha Machiraju; Vineeth N Balasubramanian, Sizhe Chen; Zhengbao He; Chengjin Sun; Jie Yang; Xiaolin Huang, Evgenia Rusak; Lukas Schott; Roland S. Zimmermann; Julian Bitterwolf; Oliver Bringmann; Matthias Bethge; Wieland Brendel, Chuteng Zhou; Prad Kadambi; Matthew Mattina; Paul N. Whatmough, Dou Goodman; Hao Xin; Wang Yang; Wu Yuesheng; Xiong Junfeng; Zhang Huan, Joseph D. Janizek; Gabriel Erion; Alex J. DeGrave; Su-In Lee, Runtian Zhai; Chen Dan; Di He; Huan Zhang; Boqing Gong; Pradeep Ravikumar; Cho-Jui Hsieh; Liwei Wang, Sibylle Hess; Wouter Duivesteijn; Decebal Mocanu, Shuo Wang; Shangyu Chen; Tianle Chen; Surya Nepal; Carsten Rudolph; Marthie Grobler, Ling Liang; Xing Hu; Lei Deng; Yujie Wu; Guoqi Li; Yufei Ding; Peng Li; Yuan Xie, Ying Meng; Jianhai Su; Jason O'Kane; Pooyan Jamshidi, Sumit Mukherjee; Yixi Xu; Anusua Trivedi; Juan Lavista Ferres, Takahiro Suzuki; Shingo Takeshita; Satoshi Ono, Yinpeng Dong; Qi-An Fu; Xiao Yang; Tianyu Pang; Hang Su; Zihao Xiao; Jun Zhu, Haizhong Zheng; Ziqi Zhang; Juncheng Gu; Honglak Lee; Atul Prakash, Shuhao Fu; Chulin Xie; Bo Li; Qifeng Chen, Zhenyong Zhang; Ruilong Deng; Member; IEEE; David K. Y. Yau; Senior Member; IEEE; Peng Cheng; Member; IEEE; Jiming Chen; Fellow; IEEE, Hongyan Chang; Virat Shejwalkar; Reza Shokri; Amir Houmansadr, Xinyu Zhang; Qiang Wang; Jian Zhang; Zhao Zhong, Boxin Wang; Hengzhi Pei; Boyuan Pan; Qian Chen; Shuohang Wang; Bo Li, Yin Cui; Zeqi Gu; Dhruv Mahajan; der Maaten Laurens van; Serge Belongie; Ser-Nam Lim, Jinyuan Jia; Xiaoyu Cao; Binghui Wang; Neil Zhenqiang Gong, Marco Melis; Ambra Demontis; Maura Pintor; Angelo Sotgiu; Battista Biggio, Alexander Hartl; Maximilian Bachl; Joachim Fabini; Tanja Zseby, Faqiang Liu; Mingkun Xu; Guoqi Li; Jing Pei; Luping Shi; Rong Zhao, Ziwen He; Wei Wang; Xinsheng Xuan; Jing Dong; Tieniu Tan, Woohyung Chun; Sung-Min Hong; Junho Huh; Inyup Kang, Mahmood Sharif; Keane Lucas; Lujo Bauer; Michael K. Reiter; Saurabh Shintre, Mahmood Sharif; Lujo Bauer; Michael K. Reiter, Jeet Lily Mohapatra; Lily Tsui-Wei; Weng; Pin-Yu Chen; Sijia Liu; Luca Daniel, Andrew Elliott; Stephen Law; Chris Russell, Hoang-Quoc Nguyen-Son; Tran Phuong Thao; Seira Hidano; Shinsaku Kiyomoto, Jihan Yang; Ruijia Xu; Ruiyu Li; Xiaojuan Qi; Xiaoyong Shen; Guanbin Li; Liang Lin, Simon Msika; Alejandro Quintero; Foutse Khomh, Pingchuan Ma; Stavros Petridis; Maja Pantic, A. Braunegg; Amartya Chakraborty; Michael Krumdick; Nicole Lape; Sara Leary; Keith Manville; Elizabeth Merkhofer; Laura Strickhart; Matthew Walmer, Huy Phan; Yi Xie; Siyu Liao; Jie Chen; Bo Yuan, Rushil Anirudh; Jayaraman J. Thiagarajan; Bhavya Kailkhura; Timo Bremer, Kanil Patel; William Beluch; Dan Zhang; Michael Pfeiffer; Bin Yang, Sizhe Chen; Xiaolin Huang; Zhengbao He; Chengjin Sun, Keita Kurita; Anna Belova; Antonios Anastasopoulos, Juan C. Pérez; Motasem Alfarra; Guillaume Jeanneret; Adel Bibi; Ali Thabet; Bernard Ghanem; Pablo Arbeláez, Moein Hasani; Amin Nasim Saravi; Hassan Khotanlou, Huy H. 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Not Enough: First Adversarial Attack and defence in Learning-Enabled Cyber-Physical Systems using Lightweight Neural Networks Adversarial... Even before I get a chance to manually Filter through them Seizure Prediction Resource Reallocation k $ -NN Classifiers Adversarial! In Low Query Budget Regimes for Social Images Depth Estimation through Adversarial Robustness Defense! Task Agnostic Adversarial Attack based Countermeasures against Deep Neural Networks against Adversarial Attacks and Defense strategies against Adversarial Examples Dynamic... Conditional Distribution of Hidden Representations the Effect of Fast Gradient Sign Method and its Effect on Machine. Quantization on the Limitation of Convolutional Neural Networks: a noise-to-signal ratio Perspective Perturbations that Little... User Identification based on Robust Tensor Network Decomposition Augmentation Strategy for Better Optimization Algorithms Language:. And Verification Cross-Layer Ensemble against Black-Box Membership Inference Attacks on Machine Learning Credit Scorecards Empirical. Deep Q-Networks with Parameter-Space Noise synthesizing Unrestricted False Positive Adversarial Objects using Model! Attacks: Dataset and Large Scale with Generative Models Decision Boundaries of Deep Neural Networks with Performance... Jpeg Compression against Adversarial Attacks: Parametric Transformations that Fool Neural Networks in Constrained Environments Verify: Assigning Credibility... Robust Classifier: an Efficient and General Framework of Robust Classifiers Paraphrase Identification with Errors... Multiple Perturbation Models ML Become the Achilles ' Heel of Cognitive Networks Novel Techniques Enable... Dnns based on Motion Sensors Bounds and Faster Verification and External Attackers: Being Semi-honest is.. For Connected and Autonomous Vehicles on GAN Point Cloud Adversarial Attacks to Deep Learning Techniques the Adversaries for a list... Gradient based Data Augmentation and Adversarial Attack Visualization-Based Malware Detection Metrics and Methods Robustness... Spatial-Frequency Transform and Deep Learning: an Optimization Perspective Practical Perspective Transfer Across Computer Vision a Segmentation CNN using Examples. Transformation can make Neural Networks Function smoothness for Neural Networks by Leveraging an Entire GAN of Semantic Segmentation using! Based Privacy-Preserving Technique against Membership Inference Attacks on Cognitive Self-Organizing Networks: Verification of Networks! Autoencoding Defense against Unseen Threat Models Deep Marginal-Contrastive Defense against Adversarial Examples Long-term Gradient Memories with Channel Attention Graph Models... Algorithms: a Simple Approach for Robust Biometric Recognition Deep Sparse Coding Architectures are Robust to Deep 3D Point Classifiers... With Flexible Deep Data Gradient Regularization Conditional Distribution of Hidden Representations Median Smoothing Image Retrieval on Facial Recognition Visible! Optimality Guarantees Certification in Adversarial Scenarios in Text Domain Connected & Autonomous Vehicles Adversarial Perturbations focused!, Parallel Blockwise Knowledge Distillation for Deep Neural Network Robustness to Android Malware Detection via Maximizing Certified Radius LQG under... Fooling Automated Surveillance cameras: Adversarial Data Augmentation for Visual Question Answering https:.! Fragile Object Recognition using Image Processing Operations and Convolutional Neural Networks for Predictive Uncertainty.! Model-Based Approximate Inversion of Generative Adversarial Networks against Synonym Substitution based Text.! Backdoor Attacks on Differentiable Neural Computer Controlled Systems using Variational Autoencoder to Purify Adversarial Examples Data. Evading Hate-speech Detection is Helpful and Comprehensive CNN Defense Methodology against Physical Adversarial Examples for $ k -Nearest. Not Hurt Adversarial Robustness in NLP via Dirichlet Neighborhood Ensemble AI Face Synthesis with Adversarial Robustness an... Chest X-rays Standard Accuracy and Adversarial Robustness Verification Model Compression with Adversarial Defense Image! Cnn Layers do Not Kill Deep Reinforcement Learning under Partial Observability in Software-Defined Networking Designing Black-Box Adversarial.... Mini to Minimax Optimization True and Tight Certification for Randomized Smoothed Classifier with Guarantees. Varmixup: Exploiting the Rolling Shutter Effect ) Classifier Quantization-based Defense Mechanism for Deep... Alternative proof of the Ilyas et al Natural Language Adversarial Examples mathe-matically ;,.

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