Towards Robust Production Machine Learning Systems: Managing Dataset Shift
Tue 22 Sep 2020 11:00 - 11:05 at Koala - LBR + DS Poster (1) Chair(s): Kevin Lee
The advances in machine learning(ML) have stimulated the integration of their capabilities into software systems and services. However, there is a tangible gap between software engineering and machine learning practices, that is delaying the progress of intelligent services development. Software organisations are devoting effort to adjust the software engineering processes and practices to facilitate the integration of machine learning models. Machine learning researchers as well are focusing on improving the interpretability of machine learning models to support overall system robustness. Our research focuses on bridging this gap through a methodology that evaluates the robustness of machine learning-enabled software engineering systems. In particular, this methodology will automate the evaluation of the robustness properties of software systems against dataset shift problems in ML. It will also feature a notification mechanism that facilitates the debugging of ML components.
Mon 21 Sep Times are displayed in time zone: (UTC) Coordinated Universal Time
10:15 - 11:00: DS: Presentation 1Doctoral Symposium at Kangaroo Chair(s): Massimiliano Di PentaUniversity of Sannio, Italy | |||
10:15 - 10:37 Talk | Towards Robust Production Machine Learning Systems: Managing Dataset Shift Doctoral Symposium Hala AbdelkaderApplied Artificial Intelligence Institute, Deakin University | ||
10:37 - 11:00 Talk | Using Defect Prediction to Improve the Bug Detection Capability of Search-Based Software Testing Doctoral Symposium Anjana PereraMonash University DOI Pre-print |
Tue 22 Sep Times are displayed in time zone: (UTC) Coordinated Universal Time
10:20 - 11:20: LBR + DS Poster (1)Late Breaking Results / Doctoral Symposium at Koala Chair(s): Kevin LeeDeakin University | |||
10:20 - 10:25 Poster | Efficient Multiplex Symbolic Execution with Adaptive Search Strategy Late Breaking Results Tianqi ZhangNational University of Defense Technology, Yufeng ZhangCollege of Information Science and Engineering, Hunan University, Zhenbang ChenCollege of Computer, National University of Defense Technology, Changsha, PR China, Ziqi ShuaiNational University of Defense Technology, Ji WangNational University of Defense Technology | ||
10:25 - 10:30 Poster | Styx: A Data-Oriented Mutation Framework to Improve the Robustness of DNN Late Breaking Results Meixi LiuNational University of Defense Technology, Changsha, China, Weijiang HongNational University of Defense Technology, Changsha, China, Weiyu PanNational University of Defense Technology, Changsha, China, Chendong FengCollege of Computer, National University of Defense Technology, Changsha, China, Zhenbang ChenCollege of Computer, National University of Defense Technology, Changsha, PR China, Ji WangNational University of Defense Technology | ||
10:30 - 10:35 Poster | Synthesizing Smart Solving Strategy for Symbolic Execution Late Breaking Results Zehua ChenNational University of Defense Technology, Zhenbang ChenCollege of Computer, National University of Defense Technology, Changsha, PR China, Ziqi ShuaiNational University of Defense Technology, Yufeng ZhangCollege of Information Science and Engineering, Hunan University, Weiyu PanNational University of Defense Technology, Changsha, China | ||
10:35 - 10:40 Poster | Privacy Assessment of Android Clipboard Late Breaking Results Zach Wei WangThe University of Adelaide, Ruoxi SunThe University of Adelaide, Jason Minhui XueThe University of Adelaide, Damith C. RanasingheThe University of Adelaide DOI | ||
10:40 - 10:45 Poster | The Symptom, Cause and Repair of Workaround Late Breaking Results Daohan SongShanghai Jiao Tong University, Hao ZhongShanghai Jiao Tong University, Li JiaShanghai Jiao Tong University | ||
10:45 - 10:50 Poster | Edge4Sys: A Device-Edge Collaborative Framework for MEC based Smart Systems Late Breaking Results Han GaoSchool of Computer Science and Technology, Anhui University, Yi XuSchool of Computer Science and Technology, Anhui University, Xiao LiuSchool of Information Technology, Deakin University, Jia XuSchool of Computer Science and Technology, Anhui University, Tianxiang ChenSchool of Computer Science and Technology, Anhui University, Bowen ZhouSchool of Computer Science and Technology, Anhui University, Rui LiSchool of Information Technology, Deakin University, Xuejun LiSchool of Computer Science and Technology, Anhui University | ||
10:50 - 10:55 Poster | Towards Immersive Comprehension of Software Systems Using Augmented Reality - An Empirical Evaluation Late Breaking Results Rohit MehraAccenture Labs, India, Vibhu Saujanya SharmaAccenture Labs, Bangalore, India, Vikrant KaulgudAccenture Labs, India, Sanjay PodderAccenture, Adam P. BurdenAccenture | ||
10:55 - 11:00 Poster | Towards Programming and Verification for Activity-Oriented Smart Home Systems Late Breaking Results Xuansong LiSchool of Computer Science and Engineering, Nanjing University of Science and Technology, Wei SongSchool of Computer Science and Engineering, Nanjing University of Science and Technology, Xiangyu ZhangPurdue University, USA | ||
11:00 - 11:05 Talk | Towards Robust Production Machine Learning Systems: Managing Dataset Shift Doctoral Symposium Hala AbdelkaderApplied Artificial Intelligence Institute, Deakin University | ||
11:05 - 11:10 Talk | Using Defect Prediction to Improve the Bug Detection Capability of Search-Based Software Testing Doctoral Symposium Anjana PereraMonash University DOI Pre-print |