International Symposium on Software Testing and Analysis（ISSTA）（进入会议）是关于软件测试和分析的重要国际性研究专题讨论会，会议汇集了大量学者、工业界研究人员以及相关实践者，就如何分析和测试软件系统交换新思想、问题和经验。

今年的主题演讲人为来自麻省理工学院电子电气与计算机科学系的 Barbara Liskov 教授。她是美国第一个计算机科学女博士，现为美国计算机科学家，2008 年图灵奖得主，2004 年约翰·冯诺依曼奖得主。

通过对 AMiner 平台中 ISSTA 2015-2019 这五年来收录论文数据的挖掘，从词云可以看出，ISSTA 的关键词主要集中在 Android Apps、Symbolic Execution、Android Application、Mobile Application、Web Application、Automatic Generation等方向。

通过对 2015-2019 这五年来接收论文中所有学者信息的提取，我们分析了这些学者的性别比例、国籍分布与语言分布情况。可以看出，ISSTA 的投稿学者以男性为主，占比 85.87%。从学者分布情况来看，投稿学者主要来自美国、中国、英国，分别占比 30.91、13.94%，11.52%。

那么在过去五年中，ISSTA 又有哪些高引论文呢？有哪些论文在 ISSTA 舞台上大放异彩呢？

AMiner 清单奉上～

2015-2019五年间高引论文TOP10

An analysis of patch plausibility and correctness for generate-and-validate patch generation systems (2015)

作者：Zichao Qi, Fan Long, Sara Achour, Martin C. Rinard

被引用：239

Sapienz: multi-objective automated testing for Android applications (2016)

作者：Ke Mao, Mark Harman, Yue Jia

被引用：234

WuKong: a scalable and accurate two-phase approach to Android app clone detection (2015)

作者：Haoyu Wang, Yao Guo, Ziang Ma, Xiangqun Chen

被引用：151

Practical regression test selection with dynamic file dependencies (2015)

作者：Milos Gligoric, Lamyaa Eloussi, Darko Marinov

被引用：122

Practitioners' expectations on automated fault localization (2016)

作者：Pavneet Singh Kochhar, Xin Xia, David Lo, Shanping Li

被引用：111

DroidRA: taming reflection to support whole-program analysis of Android apps (2016)

作者：Li Li, Tegawendé F. Bissyandé, Damien Octeau, Jacques Klein

被引用：97

Automated software transplantation (2015)

作者：Earl T. Barr, Mark Harman, Yue Jia, Alexandru Marginean, Justyna Petke

被引用：96

Automatic generation of system test cases from use case specifications (2015)

作者：Chunhui Wang, Fabrizio Pastore, Arda Goknil, Lionel C. Briand, Muhammad Zohaib Z. Iqbal

被引用：91

A learning-to-rank based fault localization approach using likely invariants (2016)

作者：Tien-Duy B. Le, David Lo, Claire Le Goues, Lars Grunske

被引用：85

Systematic execution of Android test suites in adverse conditions (2015)

作者：Christoffer Quist Adamsen, Gianluca Mezzetti, Anders Møller

被引用：76

历年奖项获得者

ISSTA 2020 Impact Paper Award

2020 - Mutation-driven generation of unit tests and oracles (ISSTA 2010)

作者：Gordon Fraser, Andreas Zeller

2019 - Theory and Practice of String Solvers (Invited Talk Abstract)

作者：Adam Kiezun, Philip J. Guo, Pieter Hooimeijer, Michael D. Ernst, Vijay Ganesh

2018 - Practical Pluggable Types for Java

作者：Matthew M. Papi, Mahmood Ali, Telmo Luis Correa Jr., Jeff H. Perkins, Michael D. Ernst

2017 - Dytan: a generic dynamic taint analysis framework

作者：James Clause, Wanchun Li, Alessandro Orso.

ISSTA Retrospective Impact Paper Award

2020 - Selecting tests and identifying test coverage requirements for modified software

作者：Gregg Rothermel, Mary Jean Harrold

2019 - From Typestate Verification to Interpretable Deep Models

作者：Eran Yahav, Stephen J. Fink, Nurit Dor, G. Ramalingam, Emmanuel Geay

2018 - Test Input Generation With Java PathFinder

作者：Willem Visser, Corina S. Pǎsǎreanu, Sarfraz Khurshid

Distinguished Paper Award

2020

Effective White-box Testing of Deep Neural Networks with Adaptive Neuron-Selection Strategy

作者：Seokhyun Lee, Sooyoung Cha, Dain Lee, Hakjoo Oh

Scalable Analysis of Interaction Threats in IoT Systems

作者：Mohannad Alhanahnah, Clay Stevens, Hamid Bagheri

Abstracting Failure-Inducing Inputs

作者：Rahul Gopinath, Alexander Kampmann, Nikolas Havrikov, Ezekiel Soremekun, Andreas Zeller

Reinforcement Learning Based Curiosity-driven Testing of Android Applications

作者：Minxue Pan, An Huang, Guoxin Wang, Tian Zhang, Xuandong Li

2019

DeepFL: Integrating Multiple Fault Diagnosis Dimensions for Deep Fault Localization

作者：Xia Li, Wei Li, Yuqun Zhang, Lingming Zhang

History-driven Build Failure Fixing: How Far Are We?

作者：Yiling Lou, Junjie Chen, Lingming Zhang, Dan Hao, Lu Zhang

Detecting Memory Errors at Runtime with Source-Level Instrumentation

作者：Zhe Chen, Junqi Yan, Shuanglong Kan, Ju Qian, Jingling Xue

2018

Compiler Fuzzing through Deep Learning

作者：Chris Cummins, Pavlos Petoumenos, Alastair Murray, Hugh Leather

Analyzing the Analyzers: FlowDroid/IccTA, AmanDroid, DroidSafe

作者：Lina Qiu, Yingying Wang, Julia Rubin

PerfFuzz: Automatically Generating Pathological Inputs

作者：Caroline Lemieux, Rohan Padhye, Koushik Sen, Dawn Song

2017

Just-in-Time Static Analysis

作者：Lisa Nguyen Quang Do, Karim Ali, Benjamin Livshits, Eric Bodden, Justin Smith, Emerson Murphy-Hill

Faster Mutation Analysis via Equivalence Modulo States

作者：Bo Wang, Yingfei Xiong, Yangqingwei Shi, Lu Zhang, Dan Hao

Automated Repair of Layout Cross Browser Issues Using Search-Based Techniques

作者：Sonal Mahajan, Abdulmajeed Alameer, Phil McMinn, William G.J. Halfond

2016

Analyzing Test Completeness for Dynamic Languages

作者：Christoffer Quist Adamsen, Gianluca Mezzetti, Anders Møller

Efficient Flow Profiling for Detecting Performance Bugs

作者：Rashmi Mudduluru, Murali Krishna Ramanathan

往期回顾：

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ACL 2020 | 最佳主题论文奖“ 迈向NLU：关于数据时代的意义、形式和理解”

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