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ICSE 2022
Sun 8 - Fri 27 May 2022
Tue 10 May 2022 04:15 - 04:20 at ICSE room 3-even hours - Apps and Security Chair(s): Alessio Ferrari
Wed 11 May 2022 20:10 - 20:15 at ICSE room 2-even hours - Software Security 5 Chair(s): Nancy Mead

Source code authorship attribution is an important problem often encountered in application settings such as software forensics, bug fixing, and software quality analysis. Recent studies show that current source code authorship attribution methods can be compromised by attackers exploiting adversarial examples and coding style manipulation. This calls for robust solutions to the problem of code authorship attribution. In this paper, we initiate the study on making Deep Learning (DL)-based code authorship attribution robust. We propose an innovative framework dubbed Robust coding style Patterns Generation (RoPGen), which essentially learns authors’ unique coding style patterns that are hard for attackers to manipulate or imitate. The key idea is to combine data augmentation and gradient augmentation at the adversarial training phase. This effectively increases the diversity of training examples, generates meaningful perturbations to gradients of deep neural networks, and learns diversified representations of coding styles. We evaluate the effectiveness of RoPGen using four datasets of programs written in C, C++, and Java. Experimental results show that RoPGen can significantly improve the robustness of DL-based code authorship attribution, by respectively reducing 31.7% and 63.5% of the attack success rate of targeted and untargeted attacks on average.

Tue 10 May

Displayed time zone: Eastern Time (US & Canada) change

04:00 - 05:00
04:00
5m
Talk
An Empirical Study on Implicit Constraints in Smart Contract Static Analysis
SEIP - Software Engineering in Practice
Tingting Yin Tsinghua University, China, Chao Zhang Tsinghua University, Yuandong Ni Institute for Network Science and Cyberspace of Tsinghua University, Yixiong Wu Institute for Network Science and Cyberspace of Tsinghua University, Taiyu Wong Department of Computer Science and Technology, Tsinghua University, Xiapu Luo Hong Kong Polytechnic University, Zheming Li Tsinghua University, Yu Guo SECBIT labs
Pre-print Media Attached
04:05
5m
Talk
Automated Detection of Password Leakage from Public GitHub RepositoriesNominated for Distinguished Paper
Technical Track
Runhan Feng Shanghai Jiao Tong University, Ziyang Yan Shanghai Jiao Tong University, Shiyan Peng Shanghai Jiao Tong University, Yuanyuan Zhang Shanghai Jiao Tong University
Pre-print Media Attached
04:10
5m
Talk
Log-based Anomaly Detection with Deep Learning: How Far Are We
Technical Track
Van-Hoang Le The University of Newcastle, Hongyu Zhang University of Newcastle
DOI Pre-print
04:15
5m
Talk
RoPGen: Towards Robust Code Authorship Attribution via Automatic Coding Style Transformation
Technical Track
Zhen Li University of Texas at San Antonio, Guenevere (Qian) Chen University of Texas at San Antonio, Chen Chen University of Central Florida, Yayi Zou Northeastern University, Shouhuai Xu University of Colorado Colorado Springs
Pre-print Media Attached
04:20
5m
Talk
Where is Your App Frustrating Users?
Technical Track
Yawen Wang Institute of Software, Chinese Academy of Sciences, Junjie Wang Institute of Software at Chinese Academy of Sciences, Hongyu Zhang University of Newcastle, Xuran Ming Institute of Software, Chinese Academy of Sciences, Lin Shi Institute of Software at Chinese Academy of Sciences, Qing Wang Institute of Software at Chinese Academy of Sciences
DOI Pre-print Media Attached
04:25
5m
Talk
Towards Automatically Repairing Compatibility Issues in Published Android Apps
Technical Track
Yanjie Zhao Monash University, Li Li Monash University, Kui Liu Nanjing University of Aeronautics and Astronautics, China, John Grundy Monash University
Pre-print Media Attached

Wed 11 May

Displayed time zone: Eastern Time (US & Canada) change

20:00 - 21:00
20:00
5m
Talk
Deep Learning based Vulnerability Detection: Are We There Yet?
Journal-First Papers
Saikat Chakraborty Columbia University, Rahul Krishna IBM Research, Yangruibo Ding Columbia University, Baishakhi Ray Columbia University
Link to publication DOI Media Attached
20:05
5m
Talk
An Empirical Study on Implicit Constraints in Smart Contract Static Analysis
SEIP - Software Engineering in Practice
Tingting Yin Tsinghua University, China, Chao Zhang Tsinghua University, Yuandong Ni Institute for Network Science and Cyberspace of Tsinghua University, Yixiong Wu Institute for Network Science and Cyberspace of Tsinghua University, Taiyu Wong Department of Computer Science and Technology, Tsinghua University, Xiapu Luo Hong Kong Polytechnic University, Zheming Li Tsinghua University, Yu Guo SECBIT labs
Pre-print Media Attached
20:10
5m
Talk
RoPGen: Towards Robust Code Authorship Attribution via Automatic Coding Style Transformation
Technical Track
Zhen Li University of Texas at San Antonio, Guenevere (Qian) Chen University of Texas at San Antonio, Chen Chen University of Central Florida, Yayi Zou Northeastern University, Shouhuai Xu University of Colorado Colorado Springs
Pre-print Media Attached
20:15
5m
Talk
ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
Technical Track
Ziqi Zhang Peking University, Yuanchun Li Microsoft Research, Jindong Wang Microsoft Research, Bingyan Liu Peking University, Ding Li Peking University, Xiangqun Chen Peking University, Yao Guo Peking University, Yunxin Liu Tsinghua University
Pre-print Media Attached
20:20
5m
Talk
Modx: Binary Level Partial Imported Third-Party Library Detection through Program Modularization and Semantic Matching
Technical Track
Can Yang Institute of Information Engineering, University of Chinese Academy of Sciences, Zhengzi Xu Nanyang Technological University, Hongxu Chen Huawei Technologies Co., Ltd., Yang Liu Nanyang Technological University, Xiaorui Gong Institute of Information Engineering, Chinese Academy of Science, Baoxu Liu Institute of Information Engineering, Chinese Academy of Sciences
Pre-print Media Attached
20:25
5m
Talk
Large-scale Security Measurements on the Android Firmware Ecosystem
Technical Track
Qinsheng Hou Shandong University; Qi An Xin Group Corp., Wenrui Diao Shandong University, Yanhao Wang Qi An Xin Group Corp., Xiaofeng Liu Shandong University, Song Liu Qi An Xin Group Corp., Lingyun Ying Qi An Xin Group Corp., Shanqing Guo Shandong University, Yuanzhi Li Qi An Xin Group Corp., Meining Nie Qi An Xin Group Corp., Haixin Duan Institute for Network Science and Cyberspace, Tsinghua University; Qi An Xin Group Corp.
Pre-print Media Attached
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Tue 10 May 2022 04:00 - 05:00 at ICSE room 3-even hours - Apps and Security Chair(s): Alessio Ferrari
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Wed 11 May 2022 20:00 - 21:00 at ICSE room 2-even hours - Software Security 5 Chair(s): Nancy Mead
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Click here to go to the room on Midspace