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ICSE 2023
Sun 14 - Sat 20 May 2023 Melbourne, Australia
Thu 18 May 2023 15:00 - 15:07 at Meeting Room 102 - Program repair with and for AI Chair(s): Julia Rubin

We present AIREPAIR, a platform for repairing neural networks. It features the integration of existing network repair tools. Based on AIREPAIR, one can run different repair methods on the same model, thus enabling the fair comparison of different repair techniques. We evaluate AIREPAIR with three state-of-the-art repair tools on popular deep-learning datasets and models. Our evaluation confirms the utility of AIREPAIR, by comparing and analyzing the results from different repair techniques. A demonstration is available at https://youtu.be/UkKw5neeWhw.

Thu 18 May

Displayed time zone: Hobart change

13:45 - 15:15
Program repair with and for AITechnical Track / Journal-First Papers / DEMO - Demonstrations at Meeting Room 102
Chair(s): Julia Rubin University of British Columbia, Canada
13:45
15m
Talk
Impact of Code Language Models on Automated Program Repair
Technical Track
Nan Jiang Purdue University, Kevin Liu Lynbrook High School, Thibaud Lutellier University of Alberta, Lin Tan Purdue University
Pre-print
14:00
15m
Talk
Tare: Type-Aware Neural Program Repair
Technical Track
Qihao Zhu Peking University, Zeyu Sun Zhongguancun Laboratory, Wenjie Zhang Peking University, Yingfei Xiong Peking University, Lu Zhang Peking University
14:15
15m
Talk
Template-based Neural Program Repair
Technical Track
Xiangxin Meng Beihang University, Beijing, China, Xu Wang Beihang University, Hongyu Zhang The University of Newcastle, Hailong Sun School of Computer Science and Engineering, Beihang University, Beijing,China, Xudong Liu Beihang University, Chunming Hu Beihang University
Pre-print
14:30
15m
Talk
Automated Repair of Programs from Large Language Models
Technical Track
Zhiyu Fan National University of Singapore, Singapore, Xiang Gao Beihang University, China, Martin Mirchev National University of Singapore, Abhik Roychoudhury National University of Singapore, Shin Hwei Tan Southern University of Science and Technology
14:45
15m
Talk
Automated Program Repair in the Era of Large Pre-trained Language Models
Technical Track
Chunqiu Steven Xia University of Illinois at Urbana-Champaign, Yuxiang Wei University of Illinois at Urbana-Champaign, Lingming Zhang University of Illinois at Urbana-Champaign
15:00
7m
Talk
AIREPAIR: A Repair Platform for Neural Networks
DEMO - Demonstrations
Xidan Song Department of Computer Science, University of Manchester, UK, Youcheng Sun The University of Manchester, Mustafa A. Mustafa Department of Computer Science, University of Manchester, UK, imec-COSIC, KU Leuven, Belgium, Lucas C. Cordeiro University of Manchester
15:07
7m
Talk
Arachne: Search Based Repair of Deep Neural Networks
Journal-First Papers
Jeongju Sohn University of Luxembourg, Sungmin Kang KAIST, Shin Yoo KAIST
Link to publication DOI Pre-print