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ASE 2020
Mon 21 - Fri 25 September 2020 Melbourne, Australia
Wed 23 Sep 2020 10:35 - 10:40 at Koala - SRC Poster (2) Chair(s): Hourieh Khalajzadeh

Program semantics learning is a vital problem in various AI for SE applications i.g., clone detection, code summarization. Learning to represent programs with Graph Neural Networks (GNNs) has achieved state-of-the-art performance in many applications i.g, vulnerability identification, type inference. However, currently, there is a lack of a unified framework with GNNs for distinct applications. Furthermore, most existing GNN-based approaches ignore global relations with nodes, limiting the model to learn rich semantics. In this paper, we propose a unified framework to construct two types of graphs to capture rich code semantics for various SE applications.

Wed 23 Sep

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10:20 - 11:20
SRC Poster (2)Student Research Competition at Koala
Chair(s): Hourieh Khalajzadeh Monash University, Australia
10:20
5m
Poster
When Deep Learning Meets Smart Contracts
Student Research Competition
Zhipeng Gao Monash University
10:25
5m
Poster
Formal Verification of Masking Countermeasures for Arithmetic Programs
Student Research Competition
Pengfei Gao ShanghaiTech University
10:30
5m
Poster
Finding Ethereum Smart Contracts Security Issues by Comparing History Versions
Student Research Competition
Jiachi Chen Monash University
10:35
5m
Poster
A Unified Framework to Learn Program Semantics with Graph Neural Networks
Student Research Competition
Shangqing Liu Nanyang Technological University
10:40
5m
Poster
A Program Verification based Approach to Find Data Race Vulnerabilities in Interrupt-driven Program
Student Research Competition
Haining Feng National University of Defense Technology
10:45
5m
Poster
Anti-patterns for Java Automated Program Repair ToolsWinner SRC - Undergraduate
Student Research Competition
Yi Wu Southern University of Science and Technology
10:50
5m
Poster
A Machine Learning based Approach to Autogenerate Diagnostic Models for CNC machinesSecond place SRC - Graduate
Student Research Competition
Kamil Masalimov Ufa State Aviation Technical University
10:55
5m
Poster
Identifying Mutation Subsumption RelationsThird place SRC - Undergraduate
Student Research Competition
Beatriz Souza Federal University of Campina Grande